id	sid	tid	token	lemma	pos
american_scientific_journal-7705	1	1	271	271	NUM
american_scientific_journal-7705	1	2	american	american	ADJ
american_scientific_journal-7705	1	3	academic	academic	ADJ
american_scientific_journal-7705	1	4	scientific	scientific	ADJ
american_scientific_journal-7705	1	5	research	research	NOUN
american_scientific_journal-7705	1	6	journal	journal	NOUN
american_scientific_journal-7705	1	7	for	for	ADP
american_scientific_journal-7705	1	8	engineering	engineering	NOUN
american_scientific_journal-7705	1	9	,	,	PUNCT
american_scientific_journal-7705	1	10	technology	technology	NOUN
american_scientific_journal-7705	1	11	,	,	PUNCT
american_scientific_journal-7705	1	12	and	and	CCONJ
american_scientific_journal-7705	1	13	sciences	sciences	PROPN
american_scientific_journal-7705	1	14	issn	issn	PROPN
american_scientific_journal-7705	1	15	(	(	PUNCT
american_scientific_journal-7705	1	16	print	print	NOUN
american_scientific_journal-7705	1	17	)	)	PUNCT
american_scientific_journal-7705	1	18	2313	2313	NUM
american_scientific_journal-7705	1	19	-	-	SYM
american_scientific_journal-7705	1	20	4410	4410	NUM
american_scientific_journal-7705	1	21	,	,	PUNCT
american_scientific_journal-7705	1	22	issn	issn	PROPN
american_scientific_journal-7705	1	23	(	(	PUNCT
american_scientific_journal-7705	1	24	online	online	ADJ
american_scientific_journal-7705	1	25	)	)	PUNCT
american_scientific_journal-7705	1	26	2313	2313	NUM
american_scientific_journal-7705	1	27	-	-	SYM
american_scientific_journal-7705	1	28	4402	4402	NUM
american_scientific_journal-7705	1	29	http://asrjetsjournal.org/	http://asrjetsjournal.org/	NOUN
american_scientific_journal-7705	1	30	a	a	DET
american_scientific_journal-7705	1	31	study	study	NOUN
american_scientific_journal-7705	1	32	of	of	ADP
american_scientific_journal-7705	1	33	the	the	DET
american_scientific_journal-7705	1	34	classification	classification	NOUN
american_scientific_journal-7705	1	35	method	method	NOUN
american_scientific_journal-7705	1	36	of	of	ADP
american_scientific_journal-7705	1	37	bone	bone	NOUN
american_scientific_journal-7705	1	38	marrow	marrow	NOUN
american_scientific_journal-7705	1	39	blood	blood	NOUN
american_scientific_journal-7705	1	40	cells	cell	NOUN
american_scientific_journal-7705	1	41	based	base	VERB
american_scientific_journal-7705	1	42	on	on	ADP
american_scientific_journal-7705	1	43	mobilevit	mobilevit	PROPN
american_scientific_journal-7705	1	44	manman	manman	PROPN
american_scientific_journal-7705	1	45	wang	wang	PROPN
american_scientific_journal-7705	1	46	a	a	PROPN
american_scientific_journal-7705	1	47	,	,	PUNCT
american_scientific_journal-7705	1	48	keke	keke	PROPN
american_scientific_journal-7705	1	49	shang	shang	PROPN
american_scientific_journal-7705	1	50	b	b	PROPN
american_scientific_journal-7705	1	51	*	*	PROPN
american_scientific_journal-7705	1	52	,	,	PUNCT
american_scientific_journal-7705	1	53	haiming	haime	VERB
american_scientific_journal-7705	1	54	zhang	zhang	PROPN
american_scientific_journal-7705	1	55	c	c	PROPN
american_scientific_journal-7705	1	56	a	a	DET
american_scientific_journal-7705	1	57	,	,	PUNCT
american_scientific_journal-7705	1	58	b	b	NOUN
american_scientific_journal-7705	1	59	,	,	PUNCT
american_scientific_journal-7705	1	60	c	c	PROPN
american_scientific_journal-7705	1	61	tiangong	tiangong	PROPN
american_scientific_journal-7705	1	62	university	university	PROPN
american_scientific_journal-7705	1	63	,	,	PUNCT
american_scientific_journal-7705	1	64	school	school	NOUN
american_scientific_journal-7705	1	65	of	of	ADP
american_scientific_journal-7705	1	66	physical	physical	ADJ
american_scientific_journal-7705	1	67	science	science	NOUN
american_scientific_journal-7705	1	68	and	and	CCONJ
american_scientific_journal-7705	1	69	technology	technology	NOUN
american_scientific_journal-7705	1	70	,	,	PUNCT
american_scientific_journal-7705	1	71	tianjin,300387,chn	tianjin,300387,chn	VERB
american_scientific_journal-7705	1	72	a	a	DET
american_scientific_journal-7705	1	73	email	email	NOUN
american_scientific_journal-7705	1	74	:	:	PUNCT
american_scientific_journal-7705	1	75	wangmanman0910@163.com	wangmanman0910@163.com	X
american_scientific_journal-7705	1	76	b	b	X
american_scientific_journal-7705	1	77	email	email	NOUN
american_scientific_journal-7705	1	78	:	:	PUNCT
american_scientific_journal-7705	1	79	kkshang@163.com	kkshang@163.com	PROPN
american_scientific_journal-7705	1	80	c	c	NOUN
american_scientific_journal-7705	1	81	email	email	NOUN
american_scientific_journal-7705	1	82	:	:	PUNCT
american_scientific_journal-7705	1	83	zhmtjwl@163.com	zhmtjwl@163.com	X
american_scientific_journal-7705	1	84	abstract	abstract	NOUN
american_scientific_journal-7705	1	85	the	the	DET
american_scientific_journal-7705	1	86	automatic	automatic	ADJ
american_scientific_journal-7705	1	87	classification	classification	NOUN
american_scientific_journal-7705	1	88	of	of	ADP
american_scientific_journal-7705	1	89	bone	bone	NOUN
american_scientific_journal-7705	1	90	marrow	marrow	NOUN
american_scientific_journal-7705	1	91	blood	blood	NOUN
american_scientific_journal-7705	1	92	cells	cell	NOUN
american_scientific_journal-7705	1	93	is	be	AUX
american_scientific_journal-7705	1	94	of	of	ADP
american_scientific_journal-7705	1	95	great	great	ADJ
american_scientific_journal-7705	1	96	significance	significance	NOUN
american_scientific_journal-7705	1	97	to	to	ADP
american_scientific_journal-7705	1	98	diagnosis	diagnosis	NOUN
american_scientific_journal-7705	1	99	of	of	ADP
american_scientific_journal-7705	1	100	acute	acute	ADJ
american_scientific_journal-7705	1	101	leukemia	leukemia	NOUN
american_scientific_journal-7705	1	102	.	.	PUNCT
american_scientific_journal-7705	2	1	we	we	PRON
american_scientific_journal-7705	2	2	applied	apply	VERB
american_scientific_journal-7705	2	3	the	the	DET
american_scientific_journal-7705	2	4	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	2	5	network	network	NOUN
american_scientific_journal-7705	2	6	model	model	NOUN
american_scientific_journal-7705	2	7	to	to	ADP
american_scientific_journal-7705	2	8	morphological	morphological	ADJ
american_scientific_journal-7705	2	9	classification	classification	NOUN
american_scientific_journal-7705	2	10	of	of	ADP
american_scientific_journal-7705	2	11	bone	bone	NOUN
american_scientific_journal-7705	2	12	marrow	marrow	NOUN
american_scientific_journal-7705	2	13	cells	cell	NOUN
american_scientific_journal-7705	2	14	by	by	ADP
american_scientific_journal-7705	2	15	using	use	VERB
american_scientific_journal-7705	2	16	transformer	transformer	NOUN
american_scientific_journal-7705	2	17	based	base	VERB
american_scientific_journal-7705	2	18	on	on	ADP
american_scientific_journal-7705	2	19	self	self	NOUN
american_scientific_journal-7705	2	20	-	-	PUNCT
american_scientific_journal-7705	2	21	attention	attention	NOUN
american_scientific_journal-7705	2	22	mechanism	mechanism	NOUN
american_scientific_journal-7705	2	23	as	as	ADP
american_scientific_journal-7705	2	24	convolution	convolution	NOUN
american_scientific_journal-7705	2	25	for	for	ADP
american_scientific_journal-7705	2	26	global	global	ADJ
american_scientific_journal-7705	2	27	representation	representation	NOUN
american_scientific_journal-7705	2	28	and	and	CCONJ
american_scientific_journal-7705	2	29	achieve	achieve	VERB
american_scientific_journal-7705	2	30	a	a	DET
american_scientific_journal-7705	2	31	global	global	ADJ
american_scientific_journal-7705	2	32	representation	representation	NOUN
american_scientific_journal-7705	2	33	with	with	ADP
american_scientific_journal-7705	2	34	reduced	reduced	ADJ
american_scientific_journal-7705	2	35	calculation	calculation	NOUN
american_scientific_journal-7705	2	36	parameters	parameter	NOUN
american_scientific_journal-7705	2	37	.	.	PUNCT
american_scientific_journal-7705	3	1	we	we	PRON
american_scientific_journal-7705	3	2	found	find	VERB
american_scientific_journal-7705	3	3	that	that	SCONJ
american_scientific_journal-7705	3	4	in	in	ADP
american_scientific_journal-7705	3	5	the	the	DET
american_scientific_journal-7705	3	6	bone	bone	NOUN
american_scientific_journal-7705	3	7	marrow	marrow	NOUN
american_scientific_journal-7705	3	8	blood	blood	NOUN
american_scientific_journal-7705	3	9	cell	cell	NOUN
american_scientific_journal-7705	3	10	classification	classification	NOUN
american_scientific_journal-7705	3	11	task	task	NOUN
american_scientific_journal-7705	3	12	,	,	PUNCT
american_scientific_journal-7705	3	13	without	without	ADP
american_scientific_journal-7705	3	14	the	the	DET
american_scientific_journal-7705	3	15	use	use	NOUN
american_scientific_journal-7705	3	16	of	of	ADP
american_scientific_journal-7705	3	17	transfer	transfer	NOUN
american_scientific_journal-7705	3	18	learning	learning	NOUN
american_scientific_journal-7705	3	19	,	,	PUNCT
american_scientific_journal-7705	3	20	mobilevit	mobilevit	PROPN
american_scientific_journal-7705	3	21	classification	classification	NOUN
american_scientific_journal-7705	3	22	achieved	achieve	VERB
american_scientific_journal-7705	3	23	97	97	NUM
american_scientific_journal-7705	3	24	%	%	NOUN
american_scientific_journal-7705	3	25	accuracy	accuracy	NOUN
american_scientific_journal-7705	3	26	,	,	PUNCT
american_scientific_journal-7705	3	27	exceeding	exceed	VERB
american_scientific_journal-7705	3	28	the	the	DET
american_scientific_journal-7705	3	29	classification	classification	NOUN
american_scientific_journal-7705	3	30	accuracy	accuracy	NOUN
american_scientific_journal-7705	3	31	of	of	ADP
american_scientific_journal-7705	3	32	resnet	resnet	NOUN
american_scientific_journal-7705	3	33	and	and	CCONJ
american_scientific_journal-7705	3	34	densenet	densenet	NOUN
american_scientific_journal-7705	3	35	networks	network	NOUN
american_scientific_journal-7705	3	36	,	,	PUNCT
american_scientific_journal-7705	3	37	and	and	CCONJ
american_scientific_journal-7705	3	38	reducing	reduce	VERB
american_scientific_journal-7705	3	39	flops	flop	NOUN
american_scientific_journal-7705	3	40	and	and	CCONJ
american_scientific_journal-7705	3	41	params	param	NOUN
american_scientific_journal-7705	3	42	significantly	significantly	ADV
american_scientific_journal-7705	3	43	.	.	PUNCT
american_scientific_journal-7705	4	1	compared	compare	VERB
american_scientific_journal-7705	4	2	to	to	ADP
american_scientific_journal-7705	4	3	other	other	ADJ
american_scientific_journal-7705	4	4	lightweight	lightweight	ADJ
american_scientific_journal-7705	4	5	networks	network	NOUN
american_scientific_journal-7705	4	6	,	,	PUNCT
american_scientific_journal-7705	4	7	the	the	DET
american_scientific_journal-7705	4	8	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	4	9	model	model	NOUN
american_scientific_journal-7705	4	10	demonstrates	demonstrate	VERB
american_scientific_journal-7705	4	11	improved	improved	ADJ
american_scientific_journal-7705	4	12	accuracy	accuracy	NOUN
american_scientific_journal-7705	4	13	and	and	CCONJ
american_scientific_journal-7705	4	14	comparable	comparable	ADJ
american_scientific_journal-7705	4	15	flops	flop	NOUN
american_scientific_journal-7705	4	16	and	and	CCONJ
american_scientific_journal-7705	4	17	params	param	NOUN
american_scientific_journal-7705	4	18	.	.	PUNCT
american_scientific_journal-7705	5	1	keywords	keyword	NOUN
american_scientific_journal-7705	5	2	:	:	PUNCT
american_scientific_journal-7705	5	3	classification	classification	NOUN
american_scientific_journal-7705	5	4	of	of	ADP
american_scientific_journal-7705	5	5	bone	bone	NOUN
american_scientific_journal-7705	5	6	marrow	marrow	NOUN
american_scientific_journal-7705	5	7	blood	blood	NOUN
american_scientific_journal-7705	5	8	cells	cell	NOUN
american_scientific_journal-7705	5	9	;	;	PUNCT
american_scientific_journal-7705	5	10	morphological	morphological	ADJ
american_scientific_journal-7705	5	11	diagnosis	diagnosis	NOUN
american_scientific_journal-7705	5	12	;	;	PUNCT
american_scientific_journal-7705	5	13	deep	deep	ADJ
american_scientific_journal-7705	5	14	learning	learning	NOUN
american_scientific_journal-7705	5	15	;	;	PUNCT
american_scientific_journal-7705	5	16	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	5	17	.	.	PUNCT
american_scientific_journal-7705	6	1	1	1	X
american_scientific_journal-7705	6	2	.	.	X
american_scientific_journal-7705	6	3	introduction	introduction	NOUN
american_scientific_journal-7705	6	4	morphological	morphological	ADJ
american_scientific_journal-7705	6	5	classification	classification	NOUN
american_scientific_journal-7705	6	6	of	of	ADP
american_scientific_journal-7705	6	7	bone	bone	NOUN
american_scientific_journal-7705	6	8	marrow	marrow	NOUN
american_scientific_journal-7705	6	9	blood	blood	NOUN
american_scientific_journal-7705	6	10	cell	cell	NOUN
american_scientific_journal-7705	6	11	is	be	AUX
american_scientific_journal-7705	6	12	commonly	commonly	ADV
american_scientific_journal-7705	6	13	used	use	VERB
american_scientific_journal-7705	6	14	to	to	PART
american_scientific_journal-7705	6	15	diagnose	diagnose	VERB
american_scientific_journal-7705	6	16	acute	acute	NOUN
american_scientific_journal-7705	6	17	leukemia	leukemia	NOUN
american_scientific_journal-7705	6	18	.	.	PUNCT
american_scientific_journal-7705	7	1	clinically	clinically	ADV
american_scientific_journal-7705	7	2	,	,	PUNCT
american_scientific_journal-7705	7	3	the	the	DET
american_scientific_journal-7705	7	4	diagnosis	diagnosis	NOUN
american_scientific_journal-7705	7	5	of	of	ADP
american_scientific_journal-7705	7	6	most	most	ADJ
american_scientific_journal-7705	7	7	hematological	hematological	ADJ
american_scientific_journal-7705	7	8	diseases	disease	NOUN
american_scientific_journal-7705	7	9	still	still	ADV
american_scientific_journal-7705	7	10	relies	rely	VERB
american_scientific_journal-7705	7	11	on	on	ADP
american_scientific_journal-7705	7	12	manual	manual	ADJ
american_scientific_journal-7705	7	13	microscopic	microscopic	ADJ
american_scientific_journal-7705	7	14	examination	examination	NOUN
american_scientific_journal-7705	7	15	by	by	ADP
american_scientific_journal-7705	7	16	hematologists	hematologist	NOUN
american_scientific_journal-7705	7	17	:	:	PUNCT
american_scientific_journal-7705	7	18	manual	manual	ADJ
american_scientific_journal-7705	7	19	classification	classification	NOUN
american_scientific_journal-7705	7	20	and	and	CCONJ
american_scientific_journal-7705	7	21	counting	counting	NOUN
american_scientific_journal-7705	7	22	of	of	ADP
american_scientific_journal-7705	7	23	different	different	ADJ
american_scientific_journal-7705	7	24	blood	blood	NOUN
american_scientific_journal-7705	7	25	cells	cell	NOUN
american_scientific_journal-7705	7	26	in	in	ADP
american_scientific_journal-7705	7	27	the	the	DET
american_scientific_journal-7705	7	28	bone	bone	NOUN
american_scientific_journal-7705	7	29	marrow	marrow	NOUN
american_scientific_journal-7705	7	30	,	,	PUNCT
american_scientific_journal-7705	7	31	combined	combine	VERB
american_scientific_journal-7705	7	32	with	with	ADP
american_scientific_journal-7705	7	33	other	other	ADJ
american_scientific_journal-7705	7	34	test	test	NOUN
american_scientific_journal-7705	7	35	results	result	NOUN
american_scientific_journal-7705	7	36	and	and	CCONJ
american_scientific_journal-7705	7	37	clinical	clinical	ADJ
american_scientific_journal-7705	7	38	experience	experience	NOUN
american_scientific_journal-7705	7	39	for	for	ADP
american_scientific_journal-7705	7	40	comprehensive	comprehensive	ADJ
american_scientific_journal-7705	7	41	diagnosis	diagnosis	NOUN
american_scientific_journal-7705	7	42	.	.	PUNCT
american_scientific_journal-7705	8	1	‎[1	‎[1	ADV
american_scientific_journal-7705	8	2	]	]	PUNCT
american_scientific_journal-7705	9	1	this	this	DET
american_scientific_journal-7705	9	2	method	method	NOUN
american_scientific_journal-7705	9	3	heavily	heavily	ADV
american_scientific_journal-7705	9	4	dependent	dependent	ADJ
american_scientific_journal-7705	9	5	on	on	ADP
american_scientific_journal-7705	9	6	the	the	DET
american_scientific_journal-7705	9	7	hematologist’s‎experience,‎is‎time	hematologist’s‎experience,‎is‎time	NOUN
american_scientific_journal-7705	9	8	-	-	PUNCT
american_scientific_journal-7705	9	9	consuming	consume	VERB
american_scientific_journal-7705	9	10	and	and	CCONJ
american_scientific_journal-7705	9	11	labor	labor	NOUN
american_scientific_journal-7705	9	12	-	-	PUNCT
american_scientific_journal-7705	9	13	intensive	intensive	ADJ
american_scientific_journal-7705	9	14	;	;	PUNCT
american_scientific_journal-7705	9	15	instruments	instrument	NOUN
american_scientific_journal-7705	9	16	such	such	ADJ
american_scientific_journal-7705	9	17	as	as	ADP
american_scientific_journal-7705	9	18	blood	blood	NOUN
american_scientific_journal-7705	9	19	cell	cell	NOUN
american_scientific_journal-7705	9	20	analyzers	analyzer	NOUN
american_scientific_journal-7705	9	21	and	and	CCONJ
american_scientific_journal-7705	9	22	flow	flow	NOUN
american_scientific_journal-7705	9	23	cytometry	cytometry	NOUN
american_scientific_journal-7705	9	24	can	can	AUX
american_scientific_journal-7705	9	25	not	not	PART
american_scientific_journal-7705	9	26	detect	detect	VERB
american_scientific_journal-7705	9	27	morphological	morphological	ADJ
american_scientific_journal-7705	9	28	abnormalities	abnormality	NOUN
american_scientific_journal-7705	9	29	in	in	ADP
american_scientific_journal-7705	9	30	blood	blood	NOUN
american_scientific_journal-7705	9	31	cells	cell	NOUN
american_scientific_journal-7705	9	32	.	.	PUNCT
american_scientific_journal-7705	10	1	therefore	therefore	ADV
american_scientific_journal-7705	10	2	,	,	PUNCT
american_scientific_journal-7705	10	3	it	it	PRON
american_scientific_journal-7705	10	4	is	be	AUX
american_scientific_journal-7705	10	5	of	of	ADP
american_scientific_journal-7705	10	6	great	great	ADJ
american_scientific_journal-7705	10	7	significance	significance	NOUN
american_scientific_journal-7705	10	8	to	to	PART
american_scientific_journal-7705	10	9	develop	develop	VERB
american_scientific_journal-7705	10	10	a	a	DET
american_scientific_journal-7705	10	11	computer	computer	NOUN
american_scientific_journal-7705	10	12	-	-	PUNCT
american_scientific_journal-7705	10	13	aided	aid	VERB
american_scientific_journal-7705	10	14	automatic	automatic	ADJ
american_scientific_journal-7705	10	15	detection	detection	NOUN
american_scientific_journal-7705	10	16	system	system	NOUN
american_scientific_journal-7705	10	17	for	for	ADP
american_scientific_journal-7705	10	18	morphological	morphological	ADJ
american_scientific_journal-7705	10	19	classification	classification	NOUN
american_scientific_journal-7705	10	20	of	of	ADP
american_scientific_journal-7705	10	21	bone	bone	NOUN
american_scientific_journal-7705	10	22	marrow	marrow	NOUN
american_scientific_journal-7705	10	23	blood	blood	NOUN
american_scientific_journal-7705	10	24	cell	cell	NOUN
american_scientific_journal-7705	10	25	‎[2	‎[2	PROPN
american_scientific_journal-7705	10	26	]	]	PUNCT
american_scientific_journal-7705	10	27	.the	.the	PRON
american_scientific_journal-7705	10	28	initial	initial	ADJ
american_scientific_journal-7705	10	29	work	work	NOUN
american_scientific_journal-7705	10	30	of	of	ADP
american_scientific_journal-7705	10	31	computer	computer	NOUN
american_scientific_journal-7705	10	32	-	-	PUNCT
american_scientific_journal-7705	10	33	aided	aid	VERB
american_scientific_journal-7705	10	34	morphological	morphological	ADJ
american_scientific_journal-7705	10	35	diagnosis	diagnosis	NOUN
american_scientific_journal-7705	10	36	was	be	AUX
american_scientific_journal-7705	10	37	tracked	track	VERB
american_scientific_journal-7705	10	38	back	back	ADV
american_scientific_journal-7705	10	39	to	to	ADP
american_scientific_journal-7705	10	40	1966	1966	NUM
american_scientific_journal-7705	10	41	,	,	PUNCT
american_scientific_journal-7705	10	42	when	when	SCONJ
american_scientific_journal-7705	10	43	prewitt	prewitt	PROPN
american_scientific_journal-7705	10	44	and	and	CCONJ
american_scientific_journal-7705	10	45	mendelsohn	mendelsohn	PROPN
american_scientific_journal-7705	10	46	used	use	VERB
american_scientific_journal-7705	10	47	a	a	DET
american_scientific_journal-7705	10	48	computer	computer	NOUN
american_scientific_journal-7705	10	49	to	to	PART
american_scientific_journal-7705	10	50	classify	classify	VERB
american_scientific_journal-7705	10	51	five	five	NUM
american_scientific_journal-7705	10	52	types	type	NOUN
american_scientific_journal-7705	10	53	of	of	ADP
american_scientific_journal-7705	10	54	microscopic	microscopic	ADJ
american_scientific_journal-7705	10	55	images	image	NOUN
american_scientific_journal-7705	10	56	of	of	ADP
american_scientific_journal-7705	10	57	leukocytes	leukocyte	NOUN
american_scientific_journal-7705	10	58	in	in	ADP
american_scientific_journal-7705	10	59	the	the	DET
american_scientific_journal-7705	10	60	bone	bone	NOUN
american_scientific_journal-7705	10	61	marrow.‎[3	marrow.‎[3	NOUN
american_scientific_journal-7705	10	62	]	]	PUNCT
american_scientific_journal-7705	10	63	however	however	ADV
american_scientific_journal-7705	10	64	,	,	PUNCT
american_scientific_journal-7705	10	65	due	due	ADP
american_scientific_journal-7705	10	66	to	to	ADP
american_scientific_journal-7705	10	67	the	the	DET
american_scientific_journal-7705	10	68	lack	lack	NOUN
american_scientific_journal-7705	10	69	of	of	ADP
american_scientific_journal-7705	10	70	computing	compute	VERB
american_scientific_journal-7705	10	71	power	power	NOUN
american_scientific_journal-7705	10	72	,	,	PUNCT
american_scientific_journal-7705	10	73	this	this	DET
american_scientific_journal-7705	10	74	work	work	NOUN
american_scientific_journal-7705	10	75	has	have	AUX
american_scientific_journal-7705	10	76	been	be	AUX
american_scientific_journal-7705	10	77	suspended	suspend	VERB
american_scientific_journal-7705	10	78	for	for	ADP
american_scientific_journal-7705	10	79	more	more	ADJ
american_scientific_journal-7705	10	80	than	than	ADP
american_scientific_journal-7705	10	81	40	40	NUM
american_scientific_journal-7705	10	82	years	year	NOUN
american_scientific_journal-7705	10	83	.	.	PUNCT
american_scientific_journal-7705	11	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-7705	12	1	*	*	PUNCT
american_scientific_journal-7705	12	2	corresponding	correspond	VERB
american_scientific_journal-7705	12	3	author	author	NOUN
american_scientific_journal-7705	12	4	.	.	PUNCT
american_scientific_journal-7705	13	1	http://asrjetsjournal.org/	http://asrjetsjournal.org/	PROPN
american_scientific_journal-7705	13	2	american	american	PROPN
american_scientific_journal-7705	13	3	academic	academic	PROPN
american_scientific_journal-7705	13	4	scientific	scientific	ADJ
american_scientific_journal-7705	13	5	research	research	NOUN
american_scientific_journal-7705	13	6	journal	journal	NOUN
american_scientific_journal-7705	13	7	for	for	ADP
american_scientific_journal-7705	13	8	engineering	engineering	NOUN
american_scientific_journal-7705	13	9	,	,	PUNCT
american_scientific_journal-7705	13	10	technology	technology	NOUN
american_scientific_journal-7705	13	11	,	,	PUNCT
american_scientific_journal-7705	13	12	and	and	CCONJ
american_scientific_journal-7705	13	13	sciences	science	NOUN
american_scientific_journal-7705	13	14	(	(	PUNCT
american_scientific_journal-7705	13	15	asrjets	asrjet	NOUN
american_scientific_journal-7705	13	16	)	)	PUNCT
american_scientific_journal-7705	13	17	(	(	PUNCT
american_scientific_journal-7705	13	18	2022	2022	NUM
american_scientific_journal-7705	13	19	)	)	PUNCT
american_scientific_journal-7705	13	20	volume	volume	NOUN
american_scientific_journal-7705	13	21	88	88	NUM
american_scientific_journal-7705	13	22	,	,	PUNCT
american_scientific_journal-7705	13	23	no1	no1	PROPN
american_scientific_journal-7705	13	24	,	,	PUNCT
american_scientific_journal-7705	13	25	pp	pp	ADP
american_scientific_journal-7705	13	26	271	271	NUM
american_scientific_journal-7705	13	27	-	-	SYM
american_scientific_journal-7705	13	28	278	278	NUM
american_scientific_journal-7705	13	29	272	272	NUM
american_scientific_journal-7705	13	30	in	in	ADP
american_scientific_journal-7705	13	31	the	the	DET
american_scientific_journal-7705	13	32	last	last	ADJ
american_scientific_journal-7705	13	33	two	two	NUM
american_scientific_journal-7705	13	34	decades	decade	NOUN
american_scientific_journal-7705	13	35	,	,	PUNCT
american_scientific_journal-7705	13	36	with	with	ADP
american_scientific_journal-7705	13	37	the	the	DET
american_scientific_journal-7705	13	38	development	development	NOUN
american_scientific_journal-7705	13	39	of	of	ADP
american_scientific_journal-7705	13	40	computer	computer	NOUN
american_scientific_journal-7705	13	41	computing	computing	NOUN
american_scientific_journal-7705	13	42	power	power	NOUN
american_scientific_journal-7705	13	43	and	and	CCONJ
american_scientific_journal-7705	13	44	the	the	DET
american_scientific_journal-7705	13	45	development	development	NOUN
american_scientific_journal-7705	13	46	of	of	ADP
american_scientific_journal-7705	13	47	image	image	NOUN
american_scientific_journal-7705	13	48	processing	processing	NOUN
american_scientific_journal-7705	13	49	technology	technology	NOUN
american_scientific_journal-7705	13	50	,	,	PUNCT
american_scientific_journal-7705	13	51	work	work	NOUN
american_scientific_journal-7705	13	52	in	in	ADP
american_scientific_journal-7705	13	53	this	this	DET
american_scientific_journal-7705	13	54	field	field	NOUN
american_scientific_journal-7705	13	55	has	have	AUX
american_scientific_journal-7705	13	56	gradually	gradually	ADV
american_scientific_journal-7705	13	57	regained	regain	VERB
american_scientific_journal-7705	13	58	the	the	DET
american_scientific_journal-7705	13	59	attention	attention	NOUN
american_scientific_journal-7705	13	60	of	of	ADP
american_scientific_journal-7705	13	61	researchers	researcher	NOUN
american_scientific_journal-7705	13	62	.	.	PUNCT
american_scientific_journal-7705	14	1	the	the	DET
american_scientific_journal-7705	14	2	early	early	ADJ
american_scientific_journal-7705	14	3	research	research	NOUN
american_scientific_journal-7705	14	4	was	be	AUX
american_scientific_journal-7705	14	5	mainly	mainly	ADV
american_scientific_journal-7705	14	6	based	base	VERB
american_scientific_journal-7705	14	7	on	on	ADP
american_scientific_journal-7705	14	8	traditional	traditional	ADJ
american_scientific_journal-7705	14	9	machine	machine	NOUN
american_scientific_journal-7705	14	10	learning	learning	NOUN
american_scientific_journal-7705	14	11	methods	method	NOUN
american_scientific_journal-7705	14	12	,	,	PUNCT
american_scientific_journal-7705	14	13	such	such	ADJ
american_scientific_journal-7705	14	14	as	as	ADP
american_scientific_journal-7705	14	15	support	support	NOUN
american_scientific_journal-7705	14	16	vector	vector	NOUN
american_scientific_journal-7705	14	17	machines	machine	NOUN
american_scientific_journal-7705	14	18	(	(	PUNCT
american_scientific_journal-7705	14	19	svm	svm	PROPN
american_scientific_journal-7705	14	20	)	)	PUNCT
american_scientific_journal-7705	14	21	,	,	PUNCT
american_scientific_journal-7705	14	22	random	random	ADJ
american_scientific_journal-7705	14	23	forest	forest	NOUN
american_scientific_journal-7705	14	24	(	(	PUNCT
american_scientific_journal-7705	14	25	rf	rf	NOUN
american_scientific_journal-7705	14	26	)	)	PUNCT
american_scientific_journal-7705	14	27	,	,	PUNCT
american_scientific_journal-7705	14	28	fuzzy	fuzzy	ADJ
american_scientific_journal-7705	14	29	c	c	NOUN
american_scientific_journal-7705	14	30	-	-	PUNCT
american_scientific_journal-7705	14	31	means	means	NOUN
american_scientific_journal-7705	14	32	(	(	PUNCT
american_scientific_journal-7705	14	33	fcm	fcm	PROPN
american_scientific_journal-7705	14	34	)	)	PUNCT
american_scientific_journal-7705	14	35	,	,	PUNCT
american_scientific_journal-7705	14	36	naive	naive	ADJ
american_scientific_journal-7705	14	37	bayes	bayes	PROPN
american_scientific_journal-7705	14	38	classifiers	classifier	NOUN
american_scientific_journal-7705	14	39	(	(	PUNCT
american_scientific_journal-7705	14	40	nbc	nbc	PROPN
american_scientific_journal-7705	14	41	)	)	PUNCT
american_scientific_journal-7705	14	42	,	,	PUNCT
american_scientific_journal-7705	14	43	etc.‎[2	etc.‎[2	PROPN
american_scientific_journal-7705	14	44	]	]	PUNCT
american_scientific_journal-7705	14	45	.	.	PUNCT
american_scientific_journal-7705	15	1	the	the	DET
american_scientific_journal-7705	15	2	disadvantage	disadvantage	NOUN
american_scientific_journal-7705	15	3	of	of	ADP
american_scientific_journal-7705	15	4	these	these	DET
american_scientific_journal-7705	15	5	methods	method	NOUN
american_scientific_journal-7705	15	6	is	be	AUX
american_scientific_journal-7705	15	7	that	that	SCONJ
american_scientific_journal-7705	15	8	they	they	PRON
american_scientific_journal-7705	15	9	require	require	VERB
american_scientific_journal-7705	15	10	a	a	DET
american_scientific_journal-7705	15	11	lot	lot	NOUN
american_scientific_journal-7705	15	12	of	of	ADP
american_scientific_journal-7705	15	13	human	human	ADJ
american_scientific_journal-7705	15	14	supervision	supervision	NOUN
american_scientific_journal-7705	15	15	and	and	CCONJ
american_scientific_journal-7705	15	16	intervention	intervention	NOUN
american_scientific_journal-7705	15	17	,	,	PUNCT
american_scientific_journal-7705	15	18	and	and	CCONJ
american_scientific_journal-7705	15	19	need	need	VERB
american_scientific_journal-7705	15	20	to	to	PART
american_scientific_journal-7705	15	21	manually	manually	ADV
american_scientific_journal-7705	15	22	extract	extract	VERB
american_scientific_journal-7705	15	23	features	feature	NOUN
american_scientific_journal-7705	15	24	.	.	PUNCT
american_scientific_journal-7705	16	1	later	later	ADV
american_scientific_journal-7705	16	2	,	,	PUNCT
american_scientific_journal-7705	16	3	the	the	DET
american_scientific_journal-7705	16	4	rise	rise	NOUN
american_scientific_journal-7705	16	5	of	of	ADP
american_scientific_journal-7705	16	6	deep	deep	ADJ
american_scientific_journal-7705	16	7	learning	learning	NOUN
american_scientific_journal-7705	16	8	further	far	ADV
american_scientific_journal-7705	16	9	promoted	promote	VERB
american_scientific_journal-7705	16	10	the	the	DET
american_scientific_journal-7705	16	11	development	development	NOUN
american_scientific_journal-7705	16	12	of	of	ADP
american_scientific_journal-7705	16	13	the	the	DET
american_scientific_journal-7705	16	14	field.‎[4	field.‎[4	NOUN
american_scientific_journal-7705	16	15	]	]	PUNCT
american_scientific_journal-7705	16	16	convolutional	convolutional	ADJ
american_scientific_journal-7705	16	17	neural	neural	ADJ
american_scientific_journal-7705	16	18	networks	network	NOUN
american_scientific_journal-7705	16	19	,	,	PUNCT
american_scientific_journal-7705	16	20	as	as	ADP
american_scientific_journal-7705	16	21	one	one	NUM
american_scientific_journal-7705	16	22	of	of	ADP
american_scientific_journal-7705	16	23	the	the	DET
american_scientific_journal-7705	16	24	most	most	ADV
american_scientific_journal-7705	16	25	important	important	ADJ
american_scientific_journal-7705	16	26	networks	network	NOUN
american_scientific_journal-7705	16	27	in	in	ADP
american_scientific_journal-7705	16	28	the	the	DET
american_scientific_journal-7705	16	29	field	field	NOUN
american_scientific_journal-7705	16	30	of	of	ADP
american_scientific_journal-7705	16	31	deep	deep	ADJ
american_scientific_journal-7705	16	32	learning	learning	NOUN
american_scientific_journal-7705	16	33	,	,	PUNCT
american_scientific_journal-7705	16	34	have	have	AUX
american_scientific_journal-7705	16	35	been	be	AUX
american_scientific_journal-7705	16	36	applied	apply	VERB
american_scientific_journal-7705	16	37	to	to	ADP
american_scientific_journal-7705	16	38	the	the	DET
american_scientific_journal-7705	16	39	classification	classification	NOUN
american_scientific_journal-7705	16	40	and	and	CCONJ
american_scientific_journal-7705	16	41	recognition	recognition	NOUN
american_scientific_journal-7705	16	42	of	of	ADP
american_scientific_journal-7705	16	43	bone	bone	NOUN
american_scientific_journal-7705	16	44	marrow	marrow	NOUN
american_scientific_journal-7705	16	45	blood	blood	NOUN
american_scientific_journal-7705	16	46	cells.‎[6	cells.‎[6	PROPN
american_scientific_journal-7705	16	47	]	]	PUNCT
american_scientific_journal-7705	16	48	applications	application	NOUN
american_scientific_journal-7705	16	49	based	base	VERB
american_scientific_journal-7705	16	50	on	on	ADP
american_scientific_journal-7705	16	51	resnet	resnet	NOUN
american_scientific_journal-7705	16	52	,	,	PUNCT
american_scientific_journal-7705	16	53	vgg16error	vgg16error	PROPN
american_scientific_journal-7705	16	54	!	!	PUNCT
american_scientific_journal-7705	17	1	reference	reference	NOUN
american_scientific_journal-7705	17	2	source	source	NOUN
american_scientific_journal-7705	17	3	not	not	PART
american_scientific_journal-7705	17	4	found	find	VERB
american_scientific_journal-7705	17	5	.	.	PUNCT
american_scientific_journal-7705	17	6	,	,	PUNCT
american_scientific_journal-7705	17	7	alexnet	alexnet	PROPN
american_scientific_journal-7705	17	8	have	have	AUX
american_scientific_journal-7705	17	9	achieved	achieve	VERB
american_scientific_journal-7705	17	10	remarkable	remarkable	ADJ
american_scientific_journal-7705	17	11	results‎[6	results‎[6	NOUN
american_scientific_journal-7705	17	12	]	]	PUNCT
american_scientific_journal-7705	17	13	.	.	PUNCT
american_scientific_journal-7705	18	1	in	in	ADP
american_scientific_journal-7705	18	2	2021	2021	NUM
american_scientific_journal-7705	18	3	the	the	DET
american_scientific_journal-7705	18	4	application	application	NOUN
american_scientific_journal-7705	18	5	of	of	ADP
american_scientific_journal-7705	18	6	vit	vit	NOUN
american_scientific_journal-7705	18	7	(	(	PUNCT
american_scientific_journal-7705	18	8	vision	vision	NOUN
american_scientific_journal-7705	18	9	transformer	transformer	NOUN
american_scientific_journal-7705	18	10	)	)	PUNCT
american_scientific_journal-7705	18	11	based	base	VERB
american_scientific_journal-7705	18	12	on	on	ADP
american_scientific_journal-7705	18	13	the	the	DET
american_scientific_journal-7705	18	14	self	self	NOUN
american_scientific_journal-7705	18	15	-	-	PUNCT
american_scientific_journal-7705	18	16	attention	attention	NOUN
american_scientific_journal-7705	18	17	was	be	AUX
american_scientific_journal-7705	18	18	introduced	introduce	VERB
american_scientific_journal-7705	18	19	into	into	ADP
american_scientific_journal-7705	18	20	visual	visual	ADJ
american_scientific_journal-7705	18	21	image	image	NOUN
american_scientific_journal-7705	18	22	processing	processing	NOUN
american_scientific_journal-7705	18	23	and	and	CCONJ
american_scientific_journal-7705	18	24	soon	soon	ADV
american_scientific_journal-7705	18	25	became	become	VERB
american_scientific_journal-7705	18	26	popular	popular	ADJ
american_scientific_journal-7705	18	27	[	[	X
american_scientific_journal-7705	18	28	9].in	9].in	NUM
american_scientific_journal-7705	18	29	order	order	NOUN
american_scientific_journal-7705	18	30	to	to	PART
american_scientific_journal-7705	18	31	combine	combine	VERB
american_scientific_journal-7705	18	32	the	the	DET
american_scientific_journal-7705	18	33	advantages	advantage	NOUN
american_scientific_journal-7705	18	34	of	of	ADP
american_scientific_journal-7705	18	35	cnns	cnn	NOUN
american_scientific_journal-7705	18	36	and	and	CCONJ
american_scientific_journal-7705	18	37	vit	vit	NOUN
american_scientific_journal-7705	18	38	models	model	NOUN
american_scientific_journal-7705	18	39	,	,	PUNCT
american_scientific_journal-7705	18	40	various	various	ADJ
american_scientific_journal-7705	18	41	vit	vit	NOUN
american_scientific_journal-7705	18	42	models	model	NOUN
american_scientific_journal-7705	18	43	that	that	PRON
american_scientific_journal-7705	18	44	combine	combine	VERB
american_scientific_journal-7705	18	45	convolutional	convolutional	ADJ
american_scientific_journal-7705	18	46	operations	operation	NOUN
american_scientific_journal-7705	18	47	and	and	CCONJ
american_scientific_journal-7705	18	48	transformer	transformer	NOUN
american_scientific_journal-7705	18	49	methods	method	NOUN
american_scientific_journal-7705	18	50	have	have	AUX
american_scientific_journal-7705	18	51	attracted	attract	VERB
american_scientific_journal-7705	18	52	the	the	DET
american_scientific_journal-7705	18	53	interest	interest	NOUN
american_scientific_journal-7705	18	54	of	of	ADP
american_scientific_journal-7705	18	55	many	many	ADJ
american_scientific_journal-7705	18	56	researchers	researcher	NOUN
american_scientific_journal-7705	18	57	.	.	PUNCT
american_scientific_journal-7705	19	1	however	however	ADV
american_scientific_journal-7705	19	2	,	,	PUNCT
american_scientific_journal-7705	19	3	due	due	ADP
american_scientific_journal-7705	19	4	to	to	ADP
american_scientific_journal-7705	19	5	the	the	DET
american_scientific_journal-7705	19	6	large	large	ADJ
american_scientific_journal-7705	19	7	number	number	NOUN
american_scientific_journal-7705	19	8	of	of	ADP
american_scientific_journal-7705	19	9	parameters	parameter	NOUN
american_scientific_journal-7705	19	10	and	and	CCONJ
american_scientific_journal-7705	19	11	scale	scale	NOUN
american_scientific_journal-7705	19	12	,	,	PUNCT
american_scientific_journal-7705	19	13	it	it	PRON
american_scientific_journal-7705	19	14	is	be	AUX
american_scientific_journal-7705	19	15	difficult	difficult	ADJ
american_scientific_journal-7705	19	16	to	to	PART
american_scientific_journal-7705	19	17	run	run	VERB
american_scientific_journal-7705	19	18	the	the	DET
american_scientific_journal-7705	19	19	vit	vit	ADJ
american_scientific_journal-7705	19	20	network	network	NOUN
american_scientific_journal-7705	19	21	on	on	ADP
american_scientific_journal-7705	19	22	mobile	mobile	ADJ
american_scientific_journal-7705	19	23	devices	device	NOUN
american_scientific_journal-7705	19	24	.	.	PUNCT
american_scientific_journal-7705	20	1	how	how	SCONJ
american_scientific_journal-7705	20	2	to	to	PART
american_scientific_journal-7705	20	3	build	build	VERB
american_scientific_journal-7705	20	4	a	a	DET
american_scientific_journal-7705	20	5	lightweight	lightweight	ADJ
american_scientific_journal-7705	20	6	,	,	PUNCT
american_scientific_journal-7705	20	7	low	low	ADJ
american_scientific_journal-7705	20	8	-	-	PUNCT
american_scientific_journal-7705	20	9	latency	latency	NOUN
american_scientific_journal-7705	20	10	and	and	CCONJ
american_scientific_journal-7705	20	11	high	high	ADJ
american_scientific_journal-7705	20	12	-	-	PUNCT
american_scientific_journal-7705	20	13	precision	precision	NOUN
american_scientific_journal-7705	20	14	network	network	NOUN
american_scientific_journal-7705	20	15	model	model	NOUN
american_scientific_journal-7705	20	16	is	be	AUX
american_scientific_journal-7705	20	17	of	of	ADP
american_scientific_journal-7705	20	18	importance	importance	NOUN
american_scientific_journal-7705	20	19	.	.	PUNCT
american_scientific_journal-7705	21	1	a	a	DET
american_scientific_journal-7705	21	2	lightweight	lightweight	NOUN
american_scientific_journal-7705	21	3	and	and	CCONJ
american_scientific_journal-7705	21	4	multipurpose	multipurpose	NOUN
american_scientific_journal-7705	21	5	vit	vit	PROPN
american_scientific_journal-7705	21	6	model	model	NOUN
american_scientific_journal-7705	21	7	proposed	propose	VERB
american_scientific_journal-7705	21	8	in	in	ADP
american_scientific_journal-7705	21	9	2022	2022	NUM
american_scientific_journal-7705	21	10	,	,	PUNCT
american_scientific_journal-7705	21	11	the	the	DET
american_scientific_journal-7705	21	12	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	21	13	achieved	achieve	VERB
american_scientific_journal-7705	21	14	a	a	DET
american_scientific_journal-7705	21	15	top-1	top-1	NOUN
american_scientific_journal-7705	21	16	accuracy	accuracy	NOUN
american_scientific_journal-7705	21	17	of	of	ADP
american_scientific_journal-7705	21	18	78.4	78.4	NUM
american_scientific_journal-7705	21	19	%	%	NOUN
american_scientific_journal-7705	21	20	with	with	ADP
american_scientific_journal-7705	21	21	about	about	ADP
american_scientific_journal-7705	21	22	6	6	NUM
american_scientific_journal-7705	21	23	million	million	NUM
american_scientific_journal-7705	21	24	parameters	parameter	NOUN
american_scientific_journal-7705	21	25	on	on	ADP
american_scientific_journal-7705	21	26	the	the	DET
american_scientific_journal-7705	21	27	imagenet-1k	imagenet-1k	NOUN
american_scientific_journal-7705	21	28	dataset	dataset	NOUN
american_scientific_journal-7705	21	29	‎[8	‎[8	ADV
american_scientific_journal-7705	21	30	]	]	PUNCT
american_scientific_journal-7705	21	31	.	.	PUNCT
american_scientific_journal-7705	22	1	in	in	ADP
american_scientific_journal-7705	22	2	our	our	PRON
american_scientific_journal-7705	22	3	research	research	NOUN
american_scientific_journal-7705	22	4	,	,	PUNCT
american_scientific_journal-7705	22	5	the	the	DET
american_scientific_journal-7705	22	6	lightweight	lightweight	ADJ
american_scientific_journal-7705	22	7	network	network	NOUN
american_scientific_journal-7705	22	8	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	22	9	is	be	AUX
american_scientific_journal-7705	22	10	combined	combine	VERB
american_scientific_journal-7705	22	11	with	with	ADP
american_scientific_journal-7705	22	12	the	the	DET
american_scientific_journal-7705	22	13	imbalanced	imbalance	VERB
american_scientific_journal-7705	22	14	dataset	dataset	NOUN
american_scientific_journal-7705	22	15	sampler	sampler	NOUN
american_scientific_journal-7705	22	16	module	module	NOUN
american_scientific_journal-7705	22	17	and	and	CCONJ
american_scientific_journal-7705	22	18	used	use	VERB
american_scientific_journal-7705	22	19	in	in	ADP
american_scientific_journal-7705	22	20	the	the	DET
american_scientific_journal-7705	22	21	identification	identification	NOUN
american_scientific_journal-7705	22	22	and	and	CCONJ
american_scientific_journal-7705	22	23	classification	classification	NOUN
american_scientific_journal-7705	22	24	of	of	ADP
american_scientific_journal-7705	22	25	bone	bone	NOUN
american_scientific_journal-7705	22	26	marrow	marrow	NOUN
american_scientific_journal-7705	22	27	blood	blood	NOUN
american_scientific_journal-7705	22	28	cells	cell	NOUN
american_scientific_journal-7705	22	29	for	for	ADP
american_scientific_journal-7705	22	30	the	the	DET
american_scientific_journal-7705	22	31	first	first	ADJ
american_scientific_journal-7705	22	32	time	time	NOUN
american_scientific_journal-7705	22	33	,	,	PUNCT
american_scientific_journal-7705	22	34	and	and	CCONJ
american_scientific_journal-7705	22	35	the	the	DET
american_scientific_journal-7705	22	36	final	final	ADJ
american_scientific_journal-7705	22	37	accuracy	accuracy	NOUN
american_scientific_journal-7705	22	38	reaches	reach	VERB
american_scientific_journal-7705	22	39	97	97	NUM
american_scientific_journal-7705	22	40	%	%	NOUN
american_scientific_journal-7705	22	41	.	.	PUNCT
american_scientific_journal-7705	23	1	our	our	PRON
american_scientific_journal-7705	23	2	results	result	NOUN
american_scientific_journal-7705	23	3	show	show	VERB
american_scientific_journal-7705	23	4	that	that	SCONJ
american_scientific_journal-7705	23	5	in	in	ADP
american_scientific_journal-7705	23	6	the	the	DET
american_scientific_journal-7705	23	7	task	task	NOUN
american_scientific_journal-7705	23	8	of	of	ADP
american_scientific_journal-7705	23	9	bone	bone	NOUN
american_scientific_journal-7705	23	10	marrow	marrow	NOUN
american_scientific_journal-7705	23	11	blood	blood	NOUN
american_scientific_journal-7705	23	12	cell	cell	NOUN
american_scientific_journal-7705	23	13	classification	classification	NOUN
american_scientific_journal-7705	23	14	,	,	PUNCT
american_scientific_journal-7705	23	15	the	the	DET
american_scientific_journal-7705	23	16	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	23	17	can	can	AUX
american_scientific_journal-7705	23	18	reach	reach	VERB
american_scientific_journal-7705	23	19	97	97	NUM
american_scientific_journal-7705	23	20	%	%	NOUN
american_scientific_journal-7705	23	21	classification	classification	NOUN
american_scientific_journal-7705	23	22	accuracy	accuracy	NOUN
american_scientific_journal-7705	23	23	without	without	ADP
american_scientific_journal-7705	23	24	using	use	VERB
american_scientific_journal-7705	23	25	transfer	transfer	NOUN
american_scientific_journal-7705	23	26	learning	learning	NOUN
american_scientific_journal-7705	23	27	,	,	PUNCT
american_scientific_journal-7705	23	28	reaching	reach	VERB
american_scientific_journal-7705	23	29	or	or	CCONJ
american_scientific_journal-7705	23	30	even	even	ADV
american_scientific_journal-7705	23	31	exceeding	exceed	VERB
american_scientific_journal-7705	23	32	the	the	DET
american_scientific_journal-7705	23	33	classification	classification	NOUN
american_scientific_journal-7705	23	34	accuracy	accuracy	NOUN
american_scientific_journal-7705	23	35	of	of	ADP
american_scientific_journal-7705	23	36	resnet	resnet	NOUN
american_scientific_journal-7705	23	37	and	and	CCONJ
american_scientific_journal-7705	23	38	densenet	densenet	NOUN
american_scientific_journal-7705	23	39	networks	network	NOUN
american_scientific_journal-7705	23	40	,	,	PUNCT
american_scientific_journal-7705	23	41	greatly	greatly	ADV
american_scientific_journal-7705	23	42	reducing	reduce	VERB
american_scientific_journal-7705	23	43	flops	flop	NOUN
american_scientific_journal-7705	23	44	and	and	CCONJ
american_scientific_journal-7705	23	45	params	param	NOUN
american_scientific_journal-7705	23	46	.	.	PUNCT
american_scientific_journal-7705	24	1	compared	compare	VERB
american_scientific_journal-7705	24	2	to	to	ADP
american_scientific_journal-7705	24	3	other	other	ADJ
american_scientific_journal-7705	24	4	lightweight	lightweight	ADJ
american_scientific_journal-7705	24	5	networks	network	NOUN
american_scientific_journal-7705	24	6	,	,	PUNCT
american_scientific_journal-7705	24	7	the	the	DET
american_scientific_journal-7705	24	8	accuracy	accuracy	NOUN
american_scientific_journal-7705	24	9	is	be	AUX
american_scientific_journal-7705	24	10	improved	improve	VERB
american_scientific_journal-7705	24	11	and	and	CCONJ
american_scientific_journal-7705	24	12	flops	flop	NOUN
american_scientific_journal-7705	24	13	and	and	CCONJ
american_scientific_journal-7705	24	14	params	param	NOUN
american_scientific_journal-7705	24	15	are	be	AUX
american_scientific_journal-7705	24	16	comparable	comparable	ADJ
american_scientific_journal-7705	24	17	.	.	PUNCT
american_scientific_journal-7705	25	1	2	2	X
american_scientific_journal-7705	25	2	.	.	X
american_scientific_journal-7705	25	3	materials	material	NOUN
american_scientific_journal-7705	25	4	and	and	CCONJ
american_scientific_journal-7705	25	5	methods	method	NOUN
american_scientific_journal-7705	25	6	2.1	2.1	NUM
american_scientific_journal-7705	25	7	.	.	PUNCT
american_scientific_journal-7705	26	1	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	26	2	the	the	DET
american_scientific_journal-7705	26	3	lightweight	lightweight	ADJ
american_scientific_journal-7705	26	4	network	network	NOUN
american_scientific_journal-7705	26	5	model	model	NOUN
american_scientific_journal-7705	26	6	mobilevit	mobilevit	PROPN
american_scientific_journal-7705	26	7	used	use	VERB
american_scientific_journal-7705	26	8	in	in	ADP
american_scientific_journal-7705	26	9	this	this	DET
american_scientific_journal-7705	26	10	paper	paper	NOUN
american_scientific_journal-7705	26	11	is	be	AUX
american_scientific_journal-7705	26	12	a	a	DET
american_scientific_journal-7705	26	13	lightweight	lightweight	ADJ
american_scientific_journal-7705	26	14	vision	vision	NOUN
american_scientific_journal-7705	26	15	transformer	transformer	NOUN
american_scientific_journal-7705	26	16	that	that	PRON
american_scientific_journal-7705	26	17	can	can	AUX
american_scientific_journal-7705	26	18	be	be	AUX
american_scientific_journal-7705	26	19	used	use	VERB
american_scientific_journal-7705	26	20	for	for	ADP
american_scientific_journal-7705	26	21	mobile	mobile	ADJ
american_scientific_journal-7705	26	22	devices	device	NOUN
american_scientific_journal-7705	26	23	.	.	PUNCT
american_scientific_journal-7705	27	1	‎[8	‎[8	ADV
american_scientific_journal-7705	27	2	]	]	PUNCT
american_scientific_journal-7705	27	3	it	it	PRON
american_scientific_journal-7705	27	4	combines	combine	VERB
american_scientific_journal-7705	27	5	the	the	DET
american_scientific_journal-7705	27	6	advantages	advantage	NOUN
american_scientific_journal-7705	27	7	of	of	ADP
american_scientific_journal-7705	27	8	cnn	cnn	PROPN
american_scientific_journal-7705	27	9	and	and	CCONJ
american_scientific_journal-7705	27	10	vision	vision	NOUN
american_scientific_journal-7705	27	11	transformer	transformer	NOUN
american_scientific_journal-7705	27	12	,	,	PUNCT
american_scientific_journal-7705	27	13	and	and	CCONJ
american_scientific_journal-7705	27	14	treats	treat	VERB
american_scientific_journal-7705	27	15	the	the	DET
american_scientific_journal-7705	27	16	vision	vision	NOUN
american_scientific_journal-7705	27	17	transformer	transformer	NOUN
american_scientific_journal-7705	27	18	based	base	VERB
american_scientific_journal-7705	27	19	on	on	ADP
american_scientific_journal-7705	27	20	self	self	NOUN
american_scientific_journal-7705	27	21	-	-	PUNCT
american_scientific_journal-7705	27	22	attention	attention	NOUN
american_scientific_journal-7705	27	23	as	as	ADP
american_scientific_journal-7705	27	24	a	a	DET
american_scientific_journal-7705	27	25	convolution	convolution	NOUN
american_scientific_journal-7705	27	26	to	to	PART
american_scientific_journal-7705	27	27	extract	extract	VERB
american_scientific_journal-7705	27	28	global	global	ADJ
american_scientific_journal-7705	27	29	feature	feature	NOUN
american_scientific_journal-7705	27	30	information	information	NOUN
american_scientific_journal-7705	27	31	,	,	PUNCT
american_scientific_journal-7705	27	32	which	which	PRON
american_scientific_journal-7705	27	33	finally	finally	ADV
american_scientific_journal-7705	27	34	constitutes	constitute	VERB
american_scientific_journal-7705	27	35	a	a	DET
american_scientific_journal-7705	27	36	low	low	ADJ
american_scientific_journal-7705	27	37	-	-	PUNCT
american_scientific_journal-7705	27	38	latency	latency	NOUN
american_scientific_journal-7705	27	39	,	,	PUNCT
american_scientific_journal-7705	27	40	highly	highly	ADV
american_scientific_journal-7705	27	41	versatile	versatile	ADJ
american_scientific_journal-7705	27	42	and	and	CCONJ
american_scientific_journal-7705	27	43	lightweight	lightweight	ADJ
american_scientific_journal-7705	27	44	network	network	NOUN
american_scientific_journal-7705	27	45	‎[8	‎[8	ADV
american_scientific_journal-7705	27	46	]	]	PUNCT
american_scientific_journal-7705	27	47	.	.	PUNCT
american_scientific_journal-7705	28	1	the	the	DET
american_scientific_journal-7705	28	2	figure	figure	NOUN
american_scientific_journal-7705	28	3	1	1	NUM
american_scientific_journal-7705	28	4	shows	show	VERB
american_scientific_journal-7705	28	5	the	the	DET
american_scientific_journal-7705	28	6	network	network	NOUN
american_scientific_journal-7705	28	7	structure	structure	NOUN
american_scientific_journal-7705	28	8	of	of	ADP
american_scientific_journal-7705	28	9	mobilevit	mobilevit	PROPN
american_scientific_journal-7705	28	10	,	,	PUNCT
american_scientific_journal-7705	28	11	where	where	SCONJ
american_scientific_journal-7705	28	12	conv	conv	PROPN
american_scientific_journal-7705	28	13	represents	represent	VERB
american_scientific_journal-7705	28	14	the	the	DET
american_scientific_journal-7705	28	15	convolution	convolution	NOUN
american_scientific_journal-7705	28	16	layer	layer	NOUN
american_scientific_journal-7705	28	17	,	,	PUNCT
american_scientific_journal-7705	28	18	mv2	mv2	NOUN
american_scientific_journal-7705	28	19	represents	represent	VERB
american_scientific_journal-7705	28	20	the	the	DET
american_scientific_journal-7705	28	21	mobilenetv2	mobilenetv2	PROPN
american_scientific_journal-7705	28	22	module	module	NOUN
american_scientific_journal-7705	28	23	,	,	PUNCT
american_scientific_journal-7705	28	24	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	28	25	block	block	NOUN
american_scientific_journal-7705	28	26	is	be	AUX
american_scientific_journal-7705	28	27	the	the	DET
american_scientific_journal-7705	28	28	core	core	ADJ
american_scientific_journal-7705	28	29	part	part	NOUN
american_scientific_journal-7705	28	30	of	of	ADP
american_scientific_journal-7705	28	31	the	the	DET
american_scientific_journal-7705	28	32	entire	entire	ADJ
american_scientific_journal-7705	28	33	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	28	34	,	,	PUNCT
american_scientific_journal-7705	28	35	and	and	CCONJ
american_scientific_journal-7705	28	36	l	l	NOUN
american_scientific_journal-7705	28	37	represents	represent	VERB
american_scientific_journal-7705	28	38	the	the	DET
american_scientific_journal-7705	28	39	number	number	NOUN
american_scientific_journal-7705	28	40	of	of	ADP
american_scientific_journal-7705	28	41	transformers	transformer	NOUN
american_scientific_journal-7705	28	42	in	in	ADP
american_scientific_journal-7705	28	43	the	the	DET
american_scientific_journal-7705	28	44	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	28	45	.	.	PUNCT
american_scientific_journal-7705	29	1	the	the	DET
american_scientific_journal-7705	29	2	input	input	NOUN
american_scientific_journal-7705	29	3	image	image	NOUN
american_scientific_journal-7705	29	4	is	be	AUX
american_scientific_journal-7705	29	5	fed	feed	VERB
american_scientific_journal-7705	29	6	into	into	ADP
american_scientific_journal-7705	29	7	four	four	NUM
american_scientific_journal-7705	29	8	mv2	mv2	NOUN
american_scientific_journal-7705	29	9	modules	module	NOUN
american_scientific_journal-7705	29	10	after	after	ADP
american_scientific_journal-7705	29	11	passing	pass	VERB
american_scientific_journal-7705	29	12	through	through	ADP
american_scientific_journal-7705	29	13	the	the	DET
american_scientific_journal-7705	29	14	3x3	3x3	NUM
american_scientific_journal-7705	29	15	convolution	convolution	NOUN
american_scientific_journal-7705	29	16	layers	layer	NOUN
american_scientific_journal-7705	29	17	.	.	PUNCT
american_scientific_journal-7705	30	1	when	when	SCONJ
american_scientific_journal-7705	30	2	(	(	PUNCT
american_scientific_journal-7705	30	3	h	h	NOUN
american_scientific_journal-7705	30	4	,	,	PUNCT
american_scientific_journal-7705	30	5	w	w	NOUN
american_scientific_journal-7705	30	6	)	)	PUNCT
american_scientific_journal-7705	30	7	is	be	AUX
american_scientific_journal-7705	30	8	(	(	PUNCT
american_scientific_journal-7705	30	9	32,32	32,32	NUM
american_scientific_journal-7705	30	10	)	)	PUNCT
american_scientific_journal-7705	30	11	,	,	PUNCT
american_scientific_journal-7705	30	12	it	it	PRON
american_scientific_journal-7705	30	13	enters	enter	VERB
american_scientific_journal-7705	30	14	the	the	DET
american_scientific_journal-7705	30	15	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	30	16	module	module	NOUN
american_scientific_journal-7705	30	17	,	,	PUNCT
american_scientific_journal-7705	30	18	followed	follow	VERB
american_scientific_journal-7705	30	19	by	by	ADP
american_scientific_journal-7705	30	20	the	the	DET
american_scientific_journal-7705	30	21	stacking	stacking	NOUN
american_scientific_journal-7705	30	22	of	of	ADP
american_scientific_journal-7705	30	23	mv2	mv2	NOUN
american_scientific_journal-7705	30	24	and	and	CCONJ
american_scientific_journal-7705	30	25	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	30	26	modules	module	NOUN
american_scientific_journal-7705	30	27	,	,	PUNCT
american_scientific_journal-7705	30	28	and	and	CCONJ
american_scientific_journal-7705	30	29	finally	finally	ADV
american_scientific_journal-7705	30	30	passes	pass	VERB
american_scientific_journal-7705	30	31	through	through	ADP
american_scientific_journal-7705	30	32	the	the	DET
american_scientific_journal-7705	30	33	convolution	convolution	NOUN
american_scientific_journal-7705	30	34	layer	layer	NOUN
american_scientific_journal-7705	30	35	,	,	PUNCT
american_scientific_journal-7705	30	36	average	average	ADJ
american_scientific_journal-7705	30	37	pooling	pooling	NOUN
american_scientific_journal-7705	30	38	layer	layer	NOUN
american_scientific_journal-7705	30	39	,	,	PUNCT
american_scientific_journal-7705	30	40	and	and	CCONJ
american_scientific_journal-7705	30	41	fully	fully	ADV
american_scientific_journal-7705	30	42	connected	connect	VERB
american_scientific_journal-7705	30	43	the	the	DET
american_scientific_journal-7705	30	44	layer	layer	NOUN
american_scientific_journal-7705	30	45	output	output	NOUN
american_scientific_journal-7705	30	46	.	.	PUNCT
american_scientific_journal-7705	31	1	american	american	ADJ
american_scientific_journal-7705	31	2	academic	academic	ADJ
american_scientific_journal-7705	31	3	scientific	scientific	ADJ
american_scientific_journal-7705	31	4	research	research	NOUN
american_scientific_journal-7705	31	5	journal	journal	NOUN
american_scientific_journal-7705	31	6	for	for	ADP
american_scientific_journal-7705	31	7	engineering	engineering	NOUN
american_scientific_journal-7705	31	8	,	,	PUNCT
american_scientific_journal-7705	31	9	technology	technology	NOUN
american_scientific_journal-7705	31	10	,	,	PUNCT
american_scientific_journal-7705	31	11	and	and	CCONJ
american_scientific_journal-7705	31	12	sciences	science	NOUN
american_scientific_journal-7705	31	13	(	(	PUNCT
american_scientific_journal-7705	31	14	asrjets	asrjet	NOUN
american_scientific_journal-7705	31	15	)	)	PUNCT
american_scientific_journal-7705	31	16	(	(	PUNCT
american_scientific_journal-7705	31	17	2022	2022	NUM
american_scientific_journal-7705	31	18	)	)	PUNCT
american_scientific_journal-7705	31	19	volume	volume	NOUN
american_scientific_journal-7705	31	20	88	88	NUM
american_scientific_journal-7705	31	21	,	,	PUNCT
american_scientific_journal-7705	31	22	no1	no1	PROPN
american_scientific_journal-7705	31	23	,	,	PUNCT
american_scientific_journal-7705	31	24	pp	pp	ADP
american_scientific_journal-7705	31	25	271	271	NUM
american_scientific_journal-7705	31	26	-	-	SYM
american_scientific_journal-7705	31	27	278	278	NUM
american_scientific_journal-7705	31	28	273	273	NUM
american_scientific_journal-7705	31	29	figure	figure	NOUN
american_scientific_journal-7705	31	30	1	1	NUM
american_scientific_journal-7705	31	31	:	:	PUNCT
american_scientific_journal-7705	31	32	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	31	33	structure	structure	NOUN
american_scientific_journal-7705	31	34	diagram	diagram	PROPN
american_scientific_journal-7705	31	35	2.2	2.2	NUM
american_scientific_journal-7705	31	36	.	.	PUNCT
american_scientific_journal-7705	32	1	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	32	2	-	-	PUNCT
american_scientific_journal-7705	32	3	block	block	NOUN
american_scientific_journal-7705	32	4	figure	figure	NOUN
american_scientific_journal-7705	32	5	2	2	NUM
american_scientific_journal-7705	32	6	:	:	PUNCT
american_scientific_journal-7705	32	7	mobilvit	mobilvit	ADJ
american_scientific_journal-7705	32	8	-	-	PUNCT
american_scientific_journal-7705	32	9	block	block	NOUN
american_scientific_journal-7705	32	10	the	the	DET
american_scientific_journal-7705	32	11	structure	structure	NOUN
american_scientific_journal-7705	32	12	of	of	ADP
american_scientific_journal-7705	32	13	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	32	14	block	block	NOUN
american_scientific_journal-7705	32	15	is	be	AUX
american_scientific_journal-7705	32	16	shown	show	VERB
american_scientific_journal-7705	32	17	in	in	ADP
american_scientific_journal-7705	32	18	figure	figure	NOUN
american_scientific_journal-7705	32	19	2	2	NUM
american_scientific_journal-7705	32	20	.	.	PUNCT
american_scientific_journal-7705	33	1	as	as	ADP
american_scientific_journal-7705	33	2	the	the	DET
american_scientific_journal-7705	33	3	core	core	NOUN
american_scientific_journal-7705	33	4	part	part	NOUN
american_scientific_journal-7705	33	5	of	of	ADP
american_scientific_journal-7705	33	6	the	the	DET
american_scientific_journal-7705	33	7	whole	whole	ADJ
american_scientific_journal-7705	33	8	network	network	NOUN
american_scientific_journal-7705	33	9	,	,	PUNCT
american_scientific_journal-7705	33	10	the	the	DET
american_scientific_journal-7705	33	11	overall	overall	ADJ
american_scientific_journal-7705	33	12	structure	structure	NOUN
american_scientific_journal-7705	33	13	of	of	ADP
american_scientific_journal-7705	33	14	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	33	15	block	block	NOUN
american_scientific_journal-7705	33	16	can	can	AUX
american_scientific_journal-7705	33	17	be	be	AUX
american_scientific_journal-7705	33	18	divided	divide	VERB
american_scientific_journal-7705	33	19	into	into	ADP
american_scientific_journal-7705	33	20	three	three	NUM
american_scientific_journal-7705	33	21	parts	part	NOUN
american_scientific_journal-7705	33	22	.	.	PUNCT
american_scientific_journal-7705	34	1	the	the	DET
american_scientific_journal-7705	34	2	first	first	ADJ
american_scientific_journal-7705	34	3	part	part	NOUN
american_scientific_journal-7705	34	4	is	be	AUX
american_scientific_journal-7705	34	5	the	the	DET
american_scientific_journal-7705	34	6	local	local	ADJ
american_scientific_journal-7705	34	7	information	information	NOUN
american_scientific_journal-7705	34	8	representation	representation	NOUN
american_scientific_journal-7705	34	9	module	module	NOUN
american_scientific_journal-7705	34	10	composed	compose	VERB
american_scientific_journal-7705	34	11	of	of	ADP
american_scientific_journal-7705	34	12	convolution	convolution	NOUN
american_scientific_journal-7705	34	13	layers	layer	NOUN
american_scientific_journal-7705	34	14	for	for	ADP
american_scientific_journal-7705	34	15	extracting	extract	VERB
american_scientific_journal-7705	34	16	local	local	ADJ
american_scientific_journal-7705	34	17	features	feature	NOUN
american_scientific_journal-7705	34	18	;	;	PUNCT
american_scientific_journal-7705	34	19	the	the	DET
american_scientific_journal-7705	34	20	second	second	ADJ
american_scientific_journal-7705	34	21	part	part	NOUN
american_scientific_journal-7705	34	22	is	be	AUX
american_scientific_journal-7705	34	23	the	the	DET
american_scientific_journal-7705	34	24	global	global	ADJ
american_scientific_journal-7705	34	25	representation	representation	NOUN
american_scientific_journal-7705	34	26	module	module	NOUN
american_scientific_journal-7705	34	27	,	,	PUNCT
american_scientific_journal-7705	34	28	which	which	PRON
american_scientific_journal-7705	34	29	uses	use	VERB
american_scientific_journal-7705	34	30	l	l	NOUN
american_scientific_journal-7705	34	31	tansformers	tansformer	NOUN
american_scientific_journal-7705	34	32	as	as	ADP
american_scientific_journal-7705	34	33	convolution	convolution	NOUN
american_scientific_journal-7705	34	34	for	for	ADP
american_scientific_journal-7705	34	35	extracting	extract	VERB
american_scientific_journal-7705	34	36	global	global	ADJ
american_scientific_journal-7705	34	37	modules	module	NOUN
american_scientific_journal-7705	34	38	;	;	PUNCT
american_scientific_journal-7705	34	39	the	the	DET
american_scientific_journal-7705	34	40	third	third	ADJ
american_scientific_journal-7705	34	41	part	part	NOUN
american_scientific_journal-7705	34	42	is	be	AUX
american_scientific_journal-7705	34	43	the	the	DET
american_scientific_journal-7705	34	44	feature	feature	NOUN
american_scientific_journal-7705	34	45	information	information	NOUN
american_scientific_journal-7705	34	46	fusion	fusion	NOUN
american_scientific_journal-7705	34	47	and	and	CCONJ
american_scientific_journal-7705	34	48	the	the	DET
american_scientific_journal-7705	34	49	final	final	ADJ
american_scientific_journal-7705	34	50	output	output	NOUN
american_scientific_journal-7705	34	51	.	.	PUNCT
american_scientific_journal-7705	35	1	the	the	DET
american_scientific_journal-7705	35	2	core	core	ADJ
american_scientific_journal-7705	35	3	part	part	NOUN
american_scientific_journal-7705	35	4	of	of	ADP
american_scientific_journal-7705	35	5	the	the	DET
american_scientific_journal-7705	35	6	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	35	7	block	block	NOUN
american_scientific_journal-7705	35	8	is	be	AUX
american_scientific_journal-7705	35	9	the	the	DET
american_scientific_journal-7705	35	10	second	second	ADJ
american_scientific_journal-7705	35	11	part	part	NOUN
american_scientific_journal-7705	35	12	(	(	PUNCT
american_scientific_journal-7705	35	13	global	global	ADJ
american_scientific_journal-7705	35	14	representation	representation	NOUN
american_scientific_journal-7705	35	15	)	)	PUNCT
american_scientific_journal-7705	35	16	.	.	PUNCT
american_scientific_journal-7705	36	1	the	the	DET
american_scientific_journal-7705	36	2	standard	standard	ADJ
american_scientific_journal-7705	36	3	convolution	convolution	NOUN
american_scientific_journal-7705	36	4	operations	operation	NOUN
american_scientific_journal-7705	36	5	are	be	AUX
american_scientific_journal-7705	36	6	unfolding	unfold	VERB
american_scientific_journal-7705	36	7	,	,	PUNCT
american_scientific_journal-7705	36	8	local	local	ADJ
american_scientific_journal-7705	36	9	processing	processing	NOUN
american_scientific_journal-7705	36	10	,	,	PUNCT
american_scientific_journal-7705	36	11	and	and	CCONJ
american_scientific_journal-7705	36	12	fold	fold	ADJ
american_scientific_journal-7705	36	13	.	.	PUNCT
american_scientific_journal-7705	37	1	in	in	ADP
american_scientific_journal-7705	37	2	order	order	NOUN
american_scientific_journal-7705	37	3	to	to	PART
american_scientific_journal-7705	37	4	have	have	AUX
american_scientific_journal-7705	37	5	the	the	DET
american_scientific_journal-7705	37	6	properties	property	NOUN
american_scientific_journal-7705	37	7	of	of	ADP
american_scientific_journal-7705	37	8	convolutional	convolutional	ADJ
american_scientific_journal-7705	37	9	network	network	NOUN
american_scientific_journal-7705	37	10	and	and	CCONJ
american_scientific_journal-7705	37	11	allow	allow	VERB
american_scientific_journal-7705	37	12	for	for	ADP
american_scientific_journal-7705	37	13	global	global	ADJ
american_scientific_journal-7705	37	14	representation	representation	NOUN
american_scientific_journal-7705	37	15	,	,	PUNCT
american_scientific_journal-7705	37	16	the	the	DET
american_scientific_journal-7705	37	17	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	37	18	block	block	NOUN
american_scientific_journal-7705	37	19	replaces	replace	VERB
american_scientific_journal-7705	37	20	the	the	DET
american_scientific_journal-7705	37	21	local	local	ADJ
american_scientific_journal-7705	37	22	processing	processing	NOUN
american_scientific_journal-7705	37	23	part	part	NOUN
american_scientific_journal-7705	37	24	with	with	ADP
american_scientific_journal-7705	37	25	an	an	DET
american_scientific_journal-7705	37	26	l	l	NOUN
american_scientific_journal-7705	37	27	transformer	transformer	NOUN
american_scientific_journal-7705	37	28	so	so	SCONJ
american_scientific_journal-7705	37	29	that	that	SCONJ
american_scientific_journal-7705	37	30	the	the	DET
american_scientific_journal-7705	37	31	local	local	ADJ
american_scientific_journal-7705	37	32	processing	processing	NOUN
american_scientific_journal-7705	37	33	is	be	AUX
american_scientific_journal-7705	37	34	replaced	replace	VERB
american_scientific_journal-7705	37	35	with	with	ADP
american_scientific_journal-7705	37	36	a	a	DET
american_scientific_journal-7705	37	37	deeper	deep	ADJ
american_scientific_journal-7705	37	38	global	global	ADJ
american_scientific_journal-7705	37	39	processing	processing	NOUN
american_scientific_journal-7705	37	40	.	.	PUNCT
american_scientific_journal-7705	38	1	this	this	PRON
american_scientific_journal-7705	38	2	allows	allow	VERB
american_scientific_journal-7705	38	3	the	the	DET
american_scientific_journal-7705	38	4	global	global	ADJ
american_scientific_journal-7705	38	5	information	information	NOUN
american_scientific_journal-7705	38	6	of	of	ADP
american_scientific_journal-7705	38	7	the	the	DET
american_scientific_journal-7705	38	8	image	image	NOUN
american_scientific_journal-7705	38	9	to	to	PART
american_scientific_journal-7705	38	10	be	be	AUX
american_scientific_journal-7705	38	11	extracted	extract	VERB
american_scientific_journal-7705	38	12	even	even	ADV
american_scientific_journal-7705	38	13	with	with	ADP
american_scientific_journal-7705	38	14	small	small	ADJ
american_scientific_journal-7705	38	15	parameters	parameter	NOUN
american_scientific_journal-7705	38	16	.	.	PUNCT
american_scientific_journal-7705	39	1	2.3	2.3	NUM
american_scientific_journal-7705	39	2	.	.	PUNCT
american_scientific_journal-7705	40	1	mobilenetv2	mobilenetv2	PROPN
american_scientific_journal-7705	40	2	figure	figure	NOUN
american_scientific_journal-7705	40	3	3	3	NUM
american_scientific_journal-7705	40	4	demonstrates	demonstrate	VERB
american_scientific_journal-7705	40	5	the	the	DET
american_scientific_journal-7705	40	6	structure	structure	NOUN
american_scientific_journal-7705	40	7	of	of	ADP
american_scientific_journal-7705	40	8	mobilenetv2	mobilenetv2	PROPN
american_scientific_journal-7705	40	9	module	module	NOUN
american_scientific_journal-7705	40	10	.	.	PUNCT
american_scientific_journal-7705	41	1	the	the	DET
american_scientific_journal-7705	41	2	module	module	NOUN
american_scientific_journal-7705	41	3	first	first	ADV
american_scientific_journal-7705	41	4	expands	expand	VERB
american_scientific_journal-7705	41	5	the	the	DET
american_scientific_journal-7705	41	6	dimensionality	dimensionality	NOUN
american_scientific_journal-7705	41	7	of	of	ADP
american_scientific_journal-7705	41	8	the	the	DET
american_scientific_journal-7705	41	9	input	input	NOUN
american_scientific_journal-7705	41	10	data	datum	NOUN
american_scientific_journal-7705	41	11	to	to	PART
american_scientific_journal-7705	41	12	extract	extract	VERB
american_scientific_journal-7705	41	13	features	feature	NOUN
american_scientific_journal-7705	41	14	and	and	CCONJ
american_scientific_journal-7705	41	15	then	then	ADV
american_scientific_journal-7705	41	16	compress	compress	VERB
american_scientific_journal-7705	41	17	the	the	DET
american_scientific_journal-7705	41	18	data	datum	NOUN
american_scientific_journal-7705	41	19	,	,	PUNCT
american_scientific_journal-7705	41	20	which	which	PRON
american_scientific_journal-7705	41	21	can	can	AUX
american_scientific_journal-7705	41	22	greatly	greatly	ADV
american_scientific_journal-7705	41	23	reduce	reduce	VERB
american_scientific_journal-7705	41	24	flops	flop	NOUN
american_scientific_journal-7705	41	25	,	,	PUNCT
american_scientific_journal-7705	41	26	extract	extract	VERB
american_scientific_journal-7705	41	27	enough	enough	ADJ
american_scientific_journal-7705	41	28	features	feature	NOUN
american_scientific_journal-7705	41	29	with	with	ADP
american_scientific_journal-7705	41	30	a	a	DET
american_scientific_journal-7705	41	31	small	small	ADJ
american_scientific_journal-7705	41	32	number	number	NOUN
american_scientific_journal-7705	41	33	of	of	ADP
american_scientific_journal-7705	41	34	parameters	parameter	NOUN
american_scientific_journal-7705	41	35	and	and	CCONJ
american_scientific_journal-7705	41	36	effectively	effectively	ADV
american_scientific_journal-7705	41	37	reduce	reduce	VERB
american_scientific_journal-7705	41	38	the	the	DET
american_scientific_journal-7705	41	39	computation	computation	NOUN
american_scientific_journal-7705	41	40	time.‎[11	time.‎[11	PROPN
american_scientific_journal-7705	41	41	]	]	PUNCT
american_scientific_journal-7705	41	42	this	this	PRON
american_scientific_journal-7705	41	43	can	can	AUX
american_scientific_journal-7705	41	44	greatly	greatly	ADV
american_scientific_journal-7705	41	45	reduce	reduce	VERB
american_scientific_journal-7705	41	46	the	the	DET
american_scientific_journal-7705	41	47	amount	amount	NOUN
american_scientific_journal-7705	41	48	of	of	ADP
american_scientific_journal-7705	41	49	calculation	calculation	NOUN
american_scientific_journal-7705	41	50	,	,	PUNCT
american_scientific_journal-7705	41	51	extract	extract	VERB
american_scientific_journal-7705	41	52	enough	enough	ADJ
american_scientific_journal-7705	41	53	features	feature	NOUN
american_scientific_journal-7705	41	54	even	even	ADV
american_scientific_journal-7705	41	55	when	when	SCONJ
american_scientific_journal-7705	41	56	the	the	DET
american_scientific_journal-7705	41	57	number	number	NOUN
american_scientific_journal-7705	41	58	of	of	ADP
american_scientific_journal-7705	41	59	parameters	parameter	NOUN
american_scientific_journal-7705	41	60	is	be	AUX
american_scientific_journal-7705	41	61	small	small	ADJ
american_scientific_journal-7705	41	62	,	,	PUNCT
american_scientific_journal-7705	41	63	and	and	CCONJ
american_scientific_journal-7705	41	64	effectively	effectively	ADV
american_scientific_journal-7705	41	65	reduce	reduce	VERB
american_scientific_journal-7705	41	66	the	the	DET
american_scientific_journal-7705	41	67	computational	computational	ADJ
american_scientific_journal-7705	41	68	time	time	NOUN
american_scientific_journal-7705	41	69	.	.	PUNCT
american_scientific_journal-7705	42	1	american	american	ADJ
american_scientific_journal-7705	42	2	academic	academic	ADJ
american_scientific_journal-7705	42	3	scientific	scientific	ADJ
american_scientific_journal-7705	42	4	research	research	NOUN
american_scientific_journal-7705	42	5	journal	journal	NOUN
american_scientific_journal-7705	42	6	for	for	ADP
american_scientific_journal-7705	42	7	engineering	engineering	NOUN
american_scientific_journal-7705	42	8	,	,	PUNCT
american_scientific_journal-7705	42	9	technology	technology	NOUN
american_scientific_journal-7705	42	10	,	,	PUNCT
american_scientific_journal-7705	42	11	and	and	CCONJ
american_scientific_journal-7705	42	12	sciences	science	NOUN
american_scientific_journal-7705	42	13	(	(	PUNCT
american_scientific_journal-7705	42	14	asrjets	asrjet	NOUN
american_scientific_journal-7705	42	15	)	)	PUNCT
american_scientific_journal-7705	42	16	(	(	PUNCT
american_scientific_journal-7705	42	17	2022	2022	NUM
american_scientific_journal-7705	42	18	)	)	PUNCT
american_scientific_journal-7705	42	19	volume	volume	NOUN
american_scientific_journal-7705	42	20	88	88	NUM
american_scientific_journal-7705	42	21	,	,	PUNCT
american_scientific_journal-7705	42	22	no1	no1	PROPN
american_scientific_journal-7705	42	23	,	,	PUNCT
american_scientific_journal-7705	42	24	pp	pp	ADP
american_scientific_journal-7705	42	25	271	271	NUM
american_scientific_journal-7705	42	26	-	-	SYM
american_scientific_journal-7705	42	27	278	278	NUM
american_scientific_journal-7705	42	28	274	274	NUM
american_scientific_journal-7705	42	29	figure	figure	NOUN
american_scientific_journal-7705	42	30	3	3	NUM
american_scientific_journal-7705	42	31	:	:	PUNCT
american_scientific_journal-7705	42	32	mobilenetv2	mobilenetv2	PROPN
american_scientific_journal-7705	42	33	module	module	NOUN
american_scientific_journal-7705	42	34	3	3	NUM
american_scientific_journal-7705	42	35	.	.	PUNCT
american_scientific_journal-7705	42	36	experiment	experiment	NOUN
american_scientific_journal-7705	42	37	and	and	CCONJ
american_scientific_journal-7705	42	38	analysis	analysis	NOUN
american_scientific_journal-7705	42	39	3.1	3.1	NUM
american_scientific_journal-7705	42	40	.	.	PUNCT
american_scientific_journal-7705	42	41	selection	selection	NOUN
american_scientific_journal-7705	42	42	of	of	ADP
american_scientific_journal-7705	42	43	datasets	dataset	NOUN
american_scientific_journal-7705	42	44	we	we	PRON
american_scientific_journal-7705	42	45	used	use	VERB
american_scientific_journal-7705	42	46	the	the	DET
american_scientific_journal-7705	42	47	public	public	ADJ
american_scientific_journal-7705	42	48	dataset	dataset	VERB
american_scientific_journal-7705	42	49	aml	aml	PROPN
american_scientific_journal-7705	42	50	-	-	PUNCT
american_scientific_journal-7705	42	51	cytomorphology_lmu	cytomorphology_lmu	NOUN
american_scientific_journal-7705	42	52	,	,	PUNCT
american_scientific_journal-7705	42	53	which	which	PRON
american_scientific_journal-7705	42	54	contains	contain	VERB
american_scientific_journal-7705	42	55	15	15	NUM
american_scientific_journal-7705	42	56	categories	category	NOUN
american_scientific_journal-7705	42	57	of	of	ADP
american_scientific_journal-7705	42	58	granulocytes	granulocyte	NOUN
american_scientific_journal-7705	42	59	,	,	PUNCT
american_scientific_journal-7705	42	60	erythroblast	erythroblast	ADJ
american_scientific_journal-7705	42	61	,	,	PUNCT
american_scientific_journal-7705	42	62	lymphocytes	lymphocyte	NOUN
american_scientific_journal-7705	42	63	,	,	PUNCT
american_scientific_journal-7705	42	64	etc.‎[12	etc.‎[12	PROPN
american_scientific_journal-7705	42	65	]	]	PUNCT
american_scientific_journal-7705	42	66	based	base	VERB
american_scientific_journal-7705	42	67	on	on	ADP
american_scientific_journal-7705	42	68	fab	fab	NOUN
american_scientific_journal-7705	42	69	criteria	criterion	NOUN
american_scientific_journal-7705	42	70	for	for	ADP
american_scientific_journal-7705	42	71	the	the	DET
american_scientific_journal-7705	42	72	diagnosis	diagnosis	NOUN
american_scientific_journal-7705	42	73	of	of	ADP
american_scientific_journal-7705	42	74	acute	acute	ADJ
american_scientific_journal-7705	42	75	leukemia	leukemia	NOUN
american_scientific_journal-7705	43	1	[	[	X
american_scientific_journal-7705	43	2	13	13	NUM
american_scientific_journal-7705	43	3	]	]	PUNCT
american_scientific_journal-7705	43	4	,	,	PUNCT
american_scientific_journal-7705	43	5	we	we	PRON
american_scientific_journal-7705	43	6	selected	select	VERB
american_scientific_journal-7705	43	7	eight	eight	NUM
american_scientific_journal-7705	43	8	types	type	NOUN
american_scientific_journal-7705	43	9	of	of	ADP
american_scientific_journal-7705	43	10	bone	bone	NOUN
american_scientific_journal-7705	43	11	marrow	marrow	NOUN
american_scientific_journal-7705	43	12	blood	blood	NOUN
american_scientific_journal-7705	43	13	cells	cell	NOUN
american_scientific_journal-7705	43	14	that	that	PRON
american_scientific_journal-7705	43	15	will	will	AUX
american_scientific_journal-7705	43	16	help	help	VERB
american_scientific_journal-7705	43	17	with	with	ADP
american_scientific_journal-7705	43	18	diagnosis	diagnosis	NOUN
american_scientific_journal-7705	43	19	of	of	ADP
american_scientific_journal-7705	43	20	acute	acute	ADJ
american_scientific_journal-7705	43	21	leukemia	leukemia	NOUN
american_scientific_journal-7705	43	22	,	,	PUNCT
american_scientific_journal-7705	43	23	including	include	VERB
american_scientific_journal-7705	43	24	primitive	primitive	ADJ
american_scientific_journal-7705	43	25	granulocytes	granulocyte	NOUN
american_scientific_journal-7705	43	26	,	,	PUNCT
american_scientific_journal-7705	43	27	promyelocytes	promyelocyte	NOUN
american_scientific_journal-7705	43	28	,	,	PUNCT
american_scientific_journal-7705	43	29	mesophils	mesophil	NOUN
american_scientific_journal-7705	43	30	,	,	PUNCT
american_scientific_journal-7705	43	31	late	late	ADJ
american_scientific_journal-7705	43	32	larocytes	larocyte	NOUN
american_scientific_journal-7705	43	33	,	,	PUNCT
american_scientific_journal-7705	43	34	rod	rod	NOUN
american_scientific_journal-7705	43	35	nucleophils	nucleophil	NOUN
american_scientific_journal-7705	43	36	,	,	PUNCT
american_scientific_journal-7705	43	37	lobulated	lobulate	VERB
american_scientific_journal-7705	43	38	nucleocytes	nucleocyte	NOUN
american_scientific_journal-7705	43	39	,	,	PUNCT
american_scientific_journal-7705	43	40	monocytes	monocyte	NOUN
american_scientific_journal-7705	43	41	,	,	PUNCT
american_scientific_journal-7705	43	42	and	and	CCONJ
american_scientific_journal-7705	43	43	other	other	ADJ
american_scientific_journal-7705	43	44	cells	cell	NOUN
american_scientific_journal-7705	43	45	,	,	PUNCT
american_scientific_journal-7705	43	46	a	a	DET
american_scientific_journal-7705	43	47	total	total	NOUN
american_scientific_journal-7705	43	48	of	of	ADP
american_scientific_journal-7705	43	49	6,033	6,033	NUM
american_scientific_journal-7705	43	50	samples	sample	NOUN
american_scientific_journal-7705	43	51	.	.	PUNCT
american_scientific_journal-7705	44	1	we	we	PRON
american_scientific_journal-7705	44	2	randomly	randomly	ADV
american_scientific_journal-7705	44	3	selected	select	VERB
american_scientific_journal-7705	44	4	90	90	NUM
american_scientific_journal-7705	44	5	%	%	NOUN
american_scientific_journal-7705	44	6	of	of	ADP
american_scientific_journal-7705	44	7	the	the	DET
american_scientific_journal-7705	44	8	samples	sample	NOUN
american_scientific_journal-7705	44	9	as	as	SCONJ
american_scientific_journal-7705	44	10	the	the	DET
american_scientific_journal-7705	44	11	training	training	NOUN
american_scientific_journal-7705	44	12	set	set	NOUN
american_scientific_journal-7705	44	13	and	and	CCONJ
american_scientific_journal-7705	44	14	use	use	VERB
american_scientific_journal-7705	44	15	the	the	DET
american_scientific_journal-7705	44	16	remaining	remain	VERB
american_scientific_journal-7705	44	17	10	10	NUM
american_scientific_journal-7705	44	18	%	%	NOUN
american_scientific_journal-7705	44	19	for	for	ADP
american_scientific_journal-7705	44	20	model	model	NOUN
american_scientific_journal-7705	44	21	validation	validation	NOUN
american_scientific_journal-7705	44	22	.	.	PUNCT
american_scientific_journal-7705	45	1	figure	figure	VERB
american_scientific_journal-7705	45	2	4	4	NUM
american_scientific_journal-7705	45	3	:	:	PUNCT
american_scientific_journal-7705	45	4	microscopic	microscopic	ADJ
american_scientific_journal-7705	45	5	images	image	NOUN
american_scientific_journal-7705	45	6	of	of	ADP
american_scientific_journal-7705	45	7	some	some	DET
american_scientific_journal-7705	45	8	cells	cell	NOUN
american_scientific_journal-7705	45	9	in	in	ADP
american_scientific_journal-7705	45	10	the	the	DET
american_scientific_journal-7705	45	11	dataset	dataset	NOUN
american_scientific_journal-7705	45	12	3.2	3.2	NUM
american_scientific_journal-7705	45	13	.	.	PUNCT
american_scientific_journal-7705	46	1	imbalanceddatasetsampler	imbalanceddatasetsampler	ADJ
american_scientific_journal-7705	46	2	module	module	NOUN
american_scientific_journal-7705	46	3	when	when	SCONJ
american_scientific_journal-7705	46	4	training	training	NOUN
american_scientific_journal-7705	46	5	models	model	NOUN
american_scientific_journal-7705	46	6	in	in	ADP
american_scientific_journal-7705	46	7	deep	deep	ADJ
american_scientific_journal-7705	46	8	learning	learning	NOUN
american_scientific_journal-7705	46	9	,	,	PUNCT
american_scientific_journal-7705	46	10	it	it	PRON
american_scientific_journal-7705	46	11	is	be	AUX
american_scientific_journal-7705	46	12	common	common	ADJ
american_scientific_journal-7705	46	13	to	to	PART
american_scientific_journal-7705	46	14	encounter	encounter	VERB
american_scientific_journal-7705	46	15	situations	situation	NOUN
american_scientific_journal-7705	46	16	where	where	SCONJ
american_scientific_journal-7705	46	17	the	the	DET
american_scientific_journal-7705	46	18	dataset	dataset	NOUN
american_scientific_journal-7705	46	19	is	be	AUX
american_scientific_journal-7705	46	20	not	not	PART
american_scientific_journal-7705	46	21	balanced	balanced	ADJ
american_scientific_journal-7705	46	22	.	.	PUNCT
american_scientific_journal-7705	47	1	unbalanced	unbalanced	ADJ
american_scientific_journal-7705	47	2	datasets	dataset	NOUN
american_scientific_journal-7705	47	3	will	will	AUX
american_scientific_journal-7705	47	4	greatly	greatly	ADV
american_scientific_journal-7705	47	5	affect	affect	VERB
american_scientific_journal-7705	47	6	the	the	DET
american_scientific_journal-7705	47	7	training	training	NOUN
american_scientific_journal-7705	47	8	effect	effect	NOUN
american_scientific_journal-7705	47	9	,	,	PUNCT
american_scientific_journal-7705	47	10	resulting	result	VERB
american_scientific_journal-7705	47	11	in	in	ADP
american_scientific_journal-7705	47	12	negative	negative	ADJ
american_scientific_journal-7705	47	13	effects	effect	NOUN
american_scientific_journal-7705	47	14	such	such	ADJ
american_scientific_journal-7705	47	15	as	as	ADP
american_scientific_journal-7705	47	16	slow	slow	ADJ
american_scientific_journal-7705	47	17	convergence	convergence	NOUN
american_scientific_journal-7705	47	18	in	in	ADP
american_scientific_journal-7705	47	19	the	the	DET
american_scientific_journal-7705	47	20	training	training	NOUN
american_scientific_journal-7705	47	21	process	process	NOUN
american_scientific_journal-7705	47	22	and	and	CCONJ
american_scientific_journal-7705	47	23	poor	poor	ADJ
american_scientific_journal-7705	47	24	generalization	generalization	NOUN
american_scientific_journal-7705	47	25	ability	ability	NOUN
american_scientific_journal-7705	47	26	.	.	PUNCT
american_scientific_journal-7705	48	1	the	the	DET
american_scientific_journal-7705	48	2	problem	problem	NOUN
american_scientific_journal-7705	48	3	also	also	ADV
american_scientific_journal-7705	48	4	exists	exist	VERB
american_scientific_journal-7705	48	5	in	in	ADP
american_scientific_journal-7705	48	6	the	the	DET
american_scientific_journal-7705	48	7	public	public	ADJ
american_scientific_journal-7705	48	8	dataset	dataset	NOUN
american_scientific_journal-7705	48	9	used	use	VERB
american_scientific_journal-7705	48	10	in	in	ADP
american_scientific_journal-7705	48	11	this	this	DET
american_scientific_journal-7705	48	12	american	american	ADJ
american_scientific_journal-7705	48	13	academic	academic	ADJ
american_scientific_journal-7705	48	14	scientific	scientific	ADJ
american_scientific_journal-7705	48	15	research	research	NOUN
american_scientific_journal-7705	48	16	journal	journal	NOUN
american_scientific_journal-7705	48	17	for	for	ADP
american_scientific_journal-7705	48	18	engineering	engineering	NOUN
american_scientific_journal-7705	48	19	,	,	PUNCT
american_scientific_journal-7705	48	20	technology	technology	NOUN
american_scientific_journal-7705	48	21	,	,	PUNCT
american_scientific_journal-7705	48	22	and	and	CCONJ
american_scientific_journal-7705	48	23	sciences	science	NOUN
american_scientific_journal-7705	48	24	(	(	PUNCT
american_scientific_journal-7705	48	25	asrjets	asrjet	NOUN
american_scientific_journal-7705	48	26	)	)	PUNCT
american_scientific_journal-7705	48	27	(	(	PUNCT
american_scientific_journal-7705	48	28	2022	2022	NUM
american_scientific_journal-7705	48	29	)	)	PUNCT
american_scientific_journal-7705	48	30	volume	volume	NOUN
american_scientific_journal-7705	48	31	88	88	NUM
american_scientific_journal-7705	48	32	,	,	PUNCT
american_scientific_journal-7705	48	33	no1	no1	PROPN
american_scientific_journal-7705	48	34	,	,	PUNCT
american_scientific_journal-7705	48	35	pp	pp	ADP
american_scientific_journal-7705	48	36	271	271	NUM
american_scientific_journal-7705	48	37	-	-	SYM
american_scientific_journal-7705	48	38	278	278	NUM
american_scientific_journal-7705	48	39	275	275	NUM
american_scientific_journal-7705	48	40	paper	paper	NOUN
american_scientific_journal-7705	48	41	,	,	PUNCT
american_scientific_journal-7705	48	42	in	in	ADP
american_scientific_journal-7705	48	43	which	which	PRON
american_scientific_journal-7705	48	44	there	there	PRON
american_scientific_journal-7705	48	45	are	be	VERB
american_scientific_journal-7705	48	46	three	three	NUM
american_scientific_journal-7705	48	47	classes	class	NOUN
american_scientific_journal-7705	48	48	of	of	ADP
american_scientific_journal-7705	48	49	cells	cell	NOUN
american_scientific_journal-7705	48	50	with	with	ADP
american_scientific_journal-7705	48	51	far	far	ADV
american_scientific_journal-7705	48	52	more	more	ADJ
american_scientific_journal-7705	48	53	samples	sample	NOUN
american_scientific_journal-7705	48	54	than	than	ADP
american_scientific_journal-7705	48	55	others	other	NOUN
american_scientific_journal-7705	48	56	.	.	PUNCT
american_scientific_journal-7705	49	1	in	in	ADP
american_scientific_journal-7705	49	2	this	this	DET
american_scientific_journal-7705	49	3	case	case	NOUN
american_scientific_journal-7705	49	4	,	,	PUNCT
american_scientific_journal-7705	49	5	it	it	PRON
american_scientific_journal-7705	49	6	is	be	AUX
american_scientific_journal-7705	49	7	necessary	necessary	ADJ
american_scientific_journal-7705	49	8	to	to	PART
american_scientific_journal-7705	49	9	ensure	ensure	VERB
american_scientific_journal-7705	49	10	that	that	SCONJ
american_scientific_journal-7705	49	11	the	the	DET
american_scientific_journal-7705	49	12	model	model	NOUN
american_scientific_journal-7705	49	13	we	we	PRON
american_scientific_journal-7705	49	14	train	train	VERB
american_scientific_journal-7705	49	15	will	will	AUX
american_scientific_journal-7705	49	16	not	not	PART
american_scientific_journal-7705	49	17	be	be	AUX
american_scientific_journal-7705	49	18	biased	bias	VERB
american_scientific_journal-7705	49	19	towards	towards	ADP
american_scientific_journal-7705	49	20	the	the	DET
american_scientific_journal-7705	49	21	class	class	NOUN
american_scientific_journal-7705	49	22	with	with	ADP
american_scientific_journal-7705	49	23	a	a	DET
american_scientific_journal-7705	49	24	large	large	ADJ
american_scientific_journal-7705	49	25	number	number	NOUN
american_scientific_journal-7705	49	26	of	of	ADP
american_scientific_journal-7705	49	27	samples	sample	NOUN
american_scientific_journal-7705	49	28	.	.	PUNCT
american_scientific_journal-7705	50	1	imbalanceddatasetsampler‎[9	imbalanceddatasetsampler‎[9	NOUN
american_scientific_journal-7705	50	2	]	]	PUNCT
american_scientific_journal-7705	50	3	can	can	AUX
american_scientific_journal-7705	50	4	be	be	AUX
american_scientific_journal-7705	50	5	a	a	DET
american_scientific_journal-7705	50	6	good	good	ADJ
american_scientific_journal-7705	50	7	solution	solution	NOUN
american_scientific_journal-7705	50	8	to	to	ADP
american_scientific_journal-7705	50	9	this	this	DET
american_scientific_journal-7705	50	10	problem	problem	NOUN
american_scientific_journal-7705	50	11	by	by	ADP
american_scientific_journal-7705	50	12	rebalancing	rebalancing	NOUN
american_scientific_journal-7705	50	13	class	class	NOUN
american_scientific_journal-7705	50	14	distributions	distribution	NOUN
american_scientific_journal-7705	50	15	and	and	CCONJ
american_scientific_journal-7705	50	16	automatically	automatically	ADV
american_scientific_journal-7705	50	17	estimating	estimate	VERB
american_scientific_journal-7705	50	18	sampling	sample	VERB
american_scientific_journal-7705	50	19	weights	weight	NOUN
american_scientific_journal-7705	50	20	when	when	SCONJ
american_scientific_journal-7705	50	21	sampling	sample	VERB
american_scientific_journal-7705	50	22	in	in	ADP
american_scientific_journal-7705	50	23	imbalanced	imbalanced	ADJ
american_scientific_journal-7705	50	24	datasets	dataset	NOUN
american_scientific_journal-7705	50	25	,	,	PUNCT
american_scientific_journal-7705	50	26	and	and	CCONJ
american_scientific_journal-7705	50	27	by	by	ADP
american_scientific_journal-7705	50	28	combining	combine	VERB
american_scientific_journal-7705	50	29	data	datum	NOUN
american_scientific_journal-7705	50	30	augmentation	augmentation	NOUN
american_scientific_journal-7705	50	31	to	to	PART
american_scientific_journal-7705	50	32	reduce	reduce	VERB
american_scientific_journal-7705	50	33	the	the	DET
american_scientific_journal-7705	50	34	risk	risk	NOUN
american_scientific_journal-7705	50	35	of	of	ADP
american_scientific_journal-7705	50	36	overfitting	overfitte	VERB
american_scientific_journal-7705	50	37	.	.	PUNCT
american_scientific_journal-7705	51	1	figure	figure	NOUN
american_scientific_journal-7705	51	2	5	5	NUM
american_scientific_journal-7705	51	3	:	:	PUNCT
american_scientific_journal-7705	51	4	imbalanceddatasetsampler	imbalanceddatasetsampler	ADJ
american_scientific_journal-7705	51	5	schematic	schematic	ADJ
american_scientific_journal-7705	51	6	3.3	3.3	NUM
american_scientific_journal-7705	51	7	.	.	PUNCT
american_scientific_journal-7705	52	1	experimental	experimental	ADJ
american_scientific_journal-7705	52	2	environment	environment	NOUN
american_scientific_journal-7705	52	3	the	the	DET
american_scientific_journal-7705	52	4	operating	operating	NOUN
american_scientific_journal-7705	52	5	system	system	NOUN
american_scientific_journal-7705	52	6	is	be	AUX
american_scientific_journal-7705	52	7	linux	linux	PROPN
american_scientific_journal-7705	52	8	,	,	PUNCT
american_scientific_journal-7705	52	9	the	the	DET
american_scientific_journal-7705	52	10	programming	programming	NOUN
american_scientific_journal-7705	52	11	environment	environment	NOUN
american_scientific_journal-7705	52	12	is	be	AUX
american_scientific_journal-7705	52	13	python	python	NOUN
american_scientific_journal-7705	52	14	3.7	3.7	NUM
american_scientific_journal-7705	52	15	/	/	SYM
american_scientific_journal-7705	52	16	pytorch	pytorch	NOUN
american_scientific_journal-7705	52	17	1.6	1.6	NUM
american_scientific_journal-7705	52	18	,	,	PUNCT
american_scientific_journal-7705	52	19	the	the	DET
american_scientific_journal-7705	52	20	gpu	gpu	NOUN
american_scientific_journal-7705	52	21	is	be	AUX
american_scientific_journal-7705	52	22	nvidia	nvidia	PROPN
american_scientific_journal-7705	52	23	tesla	tesla	PROPN
american_scientific_journal-7705	52	24	k80	k80	PROPN
american_scientific_journal-7705	52	25	8	8	NUM
american_scientific_journal-7705	52	26	g	g	NOUN
american_scientific_journal-7705	52	27	,	,	PUNCT
american_scientific_journal-7705	52	28	and	and	CCONJ
american_scientific_journal-7705	52	29	the	the	DET
american_scientific_journal-7705	52	30	cpu	cpu	NOUN
american_scientific_journal-7705	52	31	model	model	NOUN
american_scientific_journal-7705	52	32	is	be	AUX
american_scientific_journal-7705	52	33	intel(r	intel(r	NOUN
american_scientific_journal-7705	52	34	)	)	PUNCT
american_scientific_journal-7705	52	35	xeon(r	xeon(r	PROPN
american_scientific_journal-7705	52	36	)	)	PUNCT
american_scientific_journal-7705	52	37	cpu	cpu	NOUN
american_scientific_journal-7705	52	38	e5	e5	PROPN
american_scientific_journal-7705	52	39	-	-	PUNCT
american_scientific_journal-7705	52	40	2678	2678	NUM
american_scientific_journal-7705	52	41	v3	v3	PROPN
american_scientific_journal-7705	52	42	.	.	PUNCT
american_scientific_journal-7705	53	1	3.4	3.4	NUM
american_scientific_journal-7705	53	2	.	.	PUNCT
american_scientific_journal-7705	53	3	model	model	NOUN
american_scientific_journal-7705	53	4	training	train	VERB
american_scientific_journal-7705	53	5	the	the	DET
american_scientific_journal-7705	53	6	model	model	NOUN
american_scientific_journal-7705	53	7	in	in	ADP
american_scientific_journal-7705	53	8	this	this	DET
american_scientific_journal-7705	53	9	research	research	NOUN
american_scientific_journal-7705	53	10	adopts	adopt	VERB
american_scientific_journal-7705	53	11	the	the	DET
american_scientific_journal-7705	53	12	method	method	NOUN
american_scientific_journal-7705	53	13	of	of	ADP
american_scientific_journal-7705	53	14	de	de	X
american_scientific_journal-7705	53	15	novo	novo	NOUN
american_scientific_journal-7705	53	16	training	training	NOUN
american_scientific_journal-7705	53	17	,	,	PUNCT
american_scientific_journal-7705	53	18	and	and	CCONJ
american_scientific_journal-7705	53	19	uses	use	VERB
american_scientific_journal-7705	53	20	the	the	DET
american_scientific_journal-7705	53	21	mobilevit	mobilevit	PROPN
american_scientific_journal-7705	53	22	network	network	NOUN
american_scientific_journal-7705	53	23	to	to	PART
american_scientific_journal-7705	53	24	train	train	VERB
american_scientific_journal-7705	53	25	the	the	DET
american_scientific_journal-7705	53	26	bone	bone	NOUN
american_scientific_journal-7705	53	27	marrow	marrow	NOUN
american_scientific_journal-7705	53	28	blood	blood	NOUN
american_scientific_journal-7705	53	29	cell	cell	NOUN
american_scientific_journal-7705	53	30	classification	classification	NOUN
american_scientific_journal-7705	53	31	model	model	NOUN
american_scientific_journal-7705	53	32	.	.	PUNCT
american_scientific_journal-7705	54	1	the	the	DET
american_scientific_journal-7705	54	2	model	model	NOUN
american_scientific_journal-7705	54	3	hyperparameters	hyperparameter	NOUN
american_scientific_journal-7705	54	4	are	be	AUX
american_scientific_journal-7705	54	5	as	as	SCONJ
american_scientific_journal-7705	54	6	follows	follow	VERB
american_scientific_journal-7705	54	7	:	:	PUNCT
american_scientific_journal-7705	54	8	the	the	DET
american_scientific_journal-7705	54	9	batch	batch	NOUN
american_scientific_journal-7705	54	10	size	size	NOUN
american_scientific_journal-7705	54	11	is	be	AUX
american_scientific_journal-7705	54	12	128	128	NUM
american_scientific_journal-7705	54	13	,	,	PUNCT
american_scientific_journal-7705	54	14	the	the	DET
american_scientific_journal-7705	54	15	training	training	NOUN
american_scientific_journal-7705	54	16	epoch	epoch	NOUN
american_scientific_journal-7705	54	17	is	be	AUX
american_scientific_journal-7705	54	18	200	200	NUM
american_scientific_journal-7705	54	19	,	,	PUNCT
american_scientific_journal-7705	54	20	the	the	DET
american_scientific_journal-7705	54	21	initial	initial	ADJ
american_scientific_journal-7705	54	22	learning	learning	NOUN
american_scientific_journal-7705	54	23	rate	rate	NOUN
american_scientific_journal-7705	54	24	is	be	AUX
american_scientific_journal-7705	54	25	0.001	0.001	NUM
american_scientific_journal-7705	54	26	,	,	PUNCT
american_scientific_journal-7705	54	27	and	and	CCONJ
american_scientific_journal-7705	54	28	the	the	DET
american_scientific_journal-7705	54	29	loss	loss	NOUN
american_scientific_journal-7705	54	30	function	function	NOUN
american_scientific_journal-7705	54	31	is	be	AUX
american_scientific_journal-7705	54	32	the	the	DET
american_scientific_journal-7705	54	33	cross	cross	ADJ
american_scientific_journal-7705	54	34	-	-	ADJ
american_scientific_journal-7705	54	35	entropy	entropy	ADJ
american_scientific_journal-7705	54	36	loss	loss	NOUN
american_scientific_journal-7705	54	37	function	function	NOUN
american_scientific_journal-7705	54	38	.	.	PUNCT
american_scientific_journal-7705	55	1	figure	figure	NOUN
american_scientific_journal-7705	55	2	6	6	NUM
american_scientific_journal-7705	55	3	shows	show	VERB
american_scientific_journal-7705	55	4	the	the	DET
american_scientific_journal-7705	55	5	accuracy	accuracy	NOUN
american_scientific_journal-7705	55	6	curve	curve	NOUN
american_scientific_journal-7705	55	7	of	of	ADP
american_scientific_journal-7705	55	8	the	the	DET
american_scientific_journal-7705	55	9	validation	validation	NOUN
american_scientific_journal-7705	55	10	dataset	dataset	NOUN
american_scientific_journal-7705	55	11	.	.	PUNCT
american_scientific_journal-7705	56	1	figure	figure	NOUN
american_scientific_journal-7705	56	2	7	7	NUM
american_scientific_journal-7705	56	3	shows	show	VERB
american_scientific_journal-7705	56	4	the	the	DET
american_scientific_journal-7705	56	5	change	change	NOUN
american_scientific_journal-7705	56	6	curve	curve	NOUN
american_scientific_journal-7705	56	7	of	of	ADP
american_scientific_journal-7705	56	8	the	the	DET
american_scientific_journal-7705	56	9	loss	loss	NOUN
american_scientific_journal-7705	56	10	value	value	NOUN
american_scientific_journal-7705	56	11	.	.	PUNCT
american_scientific_journal-7705	57	1	american	american	ADJ
american_scientific_journal-7705	57	2	academic	academic	ADJ
american_scientific_journal-7705	57	3	scientific	scientific	ADJ
american_scientific_journal-7705	57	4	research	research	NOUN
american_scientific_journal-7705	57	5	journal	journal	NOUN
american_scientific_journal-7705	57	6	for	for	ADP
american_scientific_journal-7705	57	7	engineering	engineering	NOUN
american_scientific_journal-7705	57	8	,	,	PUNCT
american_scientific_journal-7705	57	9	technology	technology	NOUN
american_scientific_journal-7705	57	10	,	,	PUNCT
american_scientific_journal-7705	57	11	and	and	CCONJ
american_scientific_journal-7705	57	12	sciences	science	NOUN
american_scientific_journal-7705	57	13	(	(	PUNCT
american_scientific_journal-7705	57	14	asrjets	asrjet	NOUN
american_scientific_journal-7705	57	15	)	)	PUNCT
american_scientific_journal-7705	57	16	(	(	PUNCT
american_scientific_journal-7705	57	17	2022	2022	NUM
american_scientific_journal-7705	57	18	)	)	PUNCT
american_scientific_journal-7705	57	19	volume	volume	NOUN
american_scientific_journal-7705	57	20	88	88	NUM
american_scientific_journal-7705	57	21	,	,	PUNCT
american_scientific_journal-7705	57	22	no1	no1	PROPN
american_scientific_journal-7705	57	23	,	,	PUNCT
american_scientific_journal-7705	57	24	pp	pp	ADP
american_scientific_journal-7705	57	25	271	271	NUM
american_scientific_journal-7705	57	26	-	-	SYM
american_scientific_journal-7705	57	27	278	278	NUM
american_scientific_journal-7705	57	28	276	276	NUM
american_scientific_journal-7705	57	29	figure	figure	NOUN
american_scientific_journal-7705	57	30	6	6	NUM
american_scientific_journal-7705	57	31	:	:	PUNCT
american_scientific_journal-7705	57	32	acc	acc	PROPN
american_scientific_journal-7705	57	33	figure	figure	VERB
american_scientific_journal-7705	57	34	7	7	NUM
american_scientific_journal-7705	57	35	:	:	PUNCT
american_scientific_journal-7705	57	36	loss	loss	NOUN
american_scientific_journal-7705	57	37	4	4	NUM
american_scientific_journal-7705	57	38	.	.	PUNCT
american_scientific_journal-7705	57	39	results	result	NOUN
american_scientific_journal-7705	57	40	using	use	VERB
american_scientific_journal-7705	57	41	the	the	DET
american_scientific_journal-7705	57	42	same	same	ADJ
american_scientific_journal-7705	57	43	dataset	dataset	NOUN
american_scientific_journal-7705	57	44	and	and	CCONJ
american_scientific_journal-7705	57	45	setting	set	VERB
american_scientific_journal-7705	57	46	the	the	DET
american_scientific_journal-7705	57	47	same	same	ADJ
american_scientific_journal-7705	57	48	hyperparameters	hyperparameter	NOUN
american_scientific_journal-7705	57	49	,	,	PUNCT
american_scientific_journal-7705	57	50	we	we	PRON
american_scientific_journal-7705	57	51	compared	compare	VERB
american_scientific_journal-7705	57	52	the	the	DET
american_scientific_journal-7705	57	53	test	test	NOUN
american_scientific_journal-7705	57	54	results	result	NOUN
american_scientific_journal-7705	57	55	of	of	ADP
american_scientific_journal-7705	57	56	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	57	57	with	with	ADP
american_scientific_journal-7705	57	58	some	some	DET
american_scientific_journal-7705	57	59	lightweight	lightweight	ADJ
american_scientific_journal-7705	57	60	cnns	cnn	NOUN
american_scientific_journal-7705	57	61	and	and	CCONJ
american_scientific_journal-7705	57	62	heavy	heavy	ADJ
american_scientific_journal-7705	57	63	cnns	cnn	NOUN
american_scientific_journal-7705	57	64	with	with	ADP
american_scientific_journal-7705	57	65	high	high	ADJ
american_scientific_journal-7705	57	66	precision	precision	NOUN
american_scientific_journal-7705	57	67	.	.	PUNCT
american_scientific_journal-7705	58	1	from	from	ADP
american_scientific_journal-7705	58	2	the	the	DET
american_scientific_journal-7705	58	3	three	three	NUM
american_scientific_journal-7705	58	4	aspects	aspect	NOUN
american_scientific_journal-7705	58	5	of	of	ADP
american_scientific_journal-7705	58	6	precision	precision	NOUN
american_scientific_journal-7705	58	7	,	,	PUNCT
american_scientific_journal-7705	58	8	operation	operation	NOUN
american_scientific_journal-7705	58	9	amount	amount	NOUN
american_scientific_journal-7705	58	10	and	and	CCONJ
american_scientific_journal-7705	58	11	parameter	parameter	NOUN
american_scientific_journal-7705	58	12	quantity	quantity	NOUN
american_scientific_journal-7705	58	13	,	,	PUNCT
american_scientific_journal-7705	58	14	and	and	CCONJ
american_scientific_journal-7705	58	15	the	the	DET
american_scientific_journal-7705	58	16	comparison	comparison	NOUN
american_scientific_journal-7705	58	17	is	be	AUX
american_scientific_journal-7705	58	18	as	as	SCONJ
american_scientific_journal-7705	58	19	follows	follow	VERB
american_scientific_journal-7705	58	20	.	.	PUNCT
american_scientific_journal-7705	59	1	table	table	NOUN
american_scientific_journal-7705	59	2	1	1	NUM
american_scientific_journal-7705	59	3	:	:	PUNCT
american_scientific_journal-7705	59	4	comparison	comparison	NOUN
american_scientific_journal-7705	59	5	with	with	ADP
american_scientific_journal-7705	59	6	heavy	heavy	ADJ
american_scientific_journal-7705	59	7	-	-	PUNCT
american_scientific_journal-7705	59	8	weight	weight	NOUN
american_scientific_journal-7705	59	9	cnns	cnn	NOUN
american_scientific_journal-7705	59	10	backbone	backbone	PROPN
american_scientific_journal-7705	59	11	acc	acc	PROPN
american_scientific_journal-7705	59	12	flops	flop	VERB
american_scientific_journal-7705	59	13	params	param	NOUN
american_scientific_journal-7705	59	14	resnet50	resnet50	PROPN
american_scientific_journal-7705	59	15	0.950	0.950	NUM
american_scientific_journal-7705	59	16	8.219	8.219	NUM
american_scientific_journal-7705	59	17	g	g	NOUN
american_scientific_journal-7705	59	18	23.524	23.524	NUM
american_scientific_journal-7705	59	19	m	m	PROPN
american_scientific_journal-7705	59	20	densenet121	densenet121	PROPN
american_scientific_journal-7705	59	21	0.942	0.942	NUM
american_scientific_journal-7705	59	22	5.725	5.725	NUM
american_scientific_journal-7705	59	23	g	g	ADP
american_scientific_journal-7705	59	24	6.962	6.962	NUM
american_scientific_journal-7705	59	25	m	m	NOUN
american_scientific_journal-7705	59	26	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	59	27	0.964	0.964	NUM
american_scientific_journal-7705	59	28	1.799	1.799	NUM
american_scientific_journal-7705	59	29	g	g	PROPN
american_scientific_journal-7705	59	30	1.998	1.998	NUM
american_scientific_journal-7705	59	31	m	m	NOUN
american_scientific_journal-7705	59	32	american	american	ADJ
american_scientific_journal-7705	59	33	academic	academic	ADJ
american_scientific_journal-7705	59	34	scientific	scientific	ADJ
american_scientific_journal-7705	59	35	research	research	NOUN
american_scientific_journal-7705	59	36	journal	journal	NOUN
american_scientific_journal-7705	59	37	for	for	ADP
american_scientific_journal-7705	59	38	engineering	engineering	NOUN
american_scientific_journal-7705	59	39	,	,	PUNCT
american_scientific_journal-7705	59	40	technology	technology	NOUN
american_scientific_journal-7705	59	41	,	,	PUNCT
american_scientific_journal-7705	59	42	and	and	CCONJ
american_scientific_journal-7705	59	43	sciences	science	NOUN
american_scientific_journal-7705	59	44	(	(	PUNCT
american_scientific_journal-7705	59	45	asrjets	asrjet	NOUN
american_scientific_journal-7705	59	46	)	)	PUNCT
american_scientific_journal-7705	59	47	(	(	PUNCT
american_scientific_journal-7705	59	48	2022	2022	NUM
american_scientific_journal-7705	59	49	)	)	PUNCT
american_scientific_journal-7705	59	50	volume	volume	NOUN
american_scientific_journal-7705	59	51	88	88	NUM
american_scientific_journal-7705	59	52	,	,	PUNCT
american_scientific_journal-7705	59	53	no1	no1	PROPN
american_scientific_journal-7705	59	54	,	,	PUNCT
american_scientific_journal-7705	59	55	pp	pp	ADP
american_scientific_journal-7705	59	56	271	271	NUM
american_scientific_journal-7705	59	57	-	-	SYM
american_scientific_journal-7705	59	58	278	278	NUM
american_scientific_journal-7705	59	59	277	277	NUM
american_scientific_journal-7705	59	60	table	table	NOUN
american_scientific_journal-7705	59	61	2	2	NUM
american_scientific_journal-7705	59	62	:	:	PUNCT
american_scientific_journal-7705	59	63	comparison	comparison	NOUN
american_scientific_journal-7705	59	64	with	with	ADP
american_scientific_journal-7705	59	65	light	light	ADJ
american_scientific_journal-7705	59	66	-	-	PUNCT
american_scientific_journal-7705	59	67	weight	weight	NOUN
american_scientific_journal-7705	59	68	cnns	cnn	NOUN
american_scientific_journal-7705	59	69	backbone	backbone	PROPN
american_scientific_journal-7705	59	70	acc	acc	PROPN
american_scientific_journal-7705	59	71	flops	flop	VERB
american_scientific_journal-7705	59	72	params	param	VERB
american_scientific_journal-7705	59	73	mobilenetv2	mobilenetv2	PROPN
american_scientific_journal-7705	59	74	0.940	0.940	NUM
american_scientific_journal-7705	59	75	495.066	495.066	NUM
american_scientific_journal-7705	59	76	m	m	NUM
american_scientific_journal-7705	59	77	2.234	2.234	NUM
american_scientific_journal-7705	59	78	m	m	NOUN
american_scientific_journal-7705	59	79	mobilenetv3	mobilenetv3	NOUN
american_scientific_journal-7705	59	80	0.937	0.937	NUM
american_scientific_journal-7705	59	81	625.849	625.849	NUM
american_scientific_journal-7705	59	82	m	m	NUM
american_scientific_journal-7705	59	83	4.304	4.304	NUM
american_scientific_journal-7705	59	84	m	m	NOUN
american_scientific_journal-7705	59	85	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	59	86	0.964	0.964	NUM
american_scientific_journal-7705	59	87	1.799	1.799	NUM
american_scientific_journal-7705	59	88	g	g	PROPN
american_scientific_journal-7705	59	89	1.998	1.998	NUM
american_scientific_journal-7705	59	90	m	m	NOUN
american_scientific_journal-7705	60	1	the	the	DET
american_scientific_journal-7705	60	2	advantages	advantage	NOUN
american_scientific_journal-7705	60	3	of	of	ADP
american_scientific_journal-7705	60	4	the	the	DET
american_scientific_journal-7705	60	5	algorithm	algorithm	NOUN
american_scientific_journal-7705	60	6	in	in	ADP
american_scientific_journal-7705	60	7	this	this	DET
american_scientific_journal-7705	60	8	paper	paper	NOUN
american_scientific_journal-7705	60	9	are	be	AUX
american_scientific_journal-7705	60	10	as	as	SCONJ
american_scientific_journal-7705	60	11	follows	follow	NOUN
american_scientific_journal-7705	60	12	:	:	PUNCT
american_scientific_journal-7705	60	13	improved	improved	ADJ
american_scientific_journal-7705	60	14	accuracy	accuracy	NOUN
american_scientific_journal-7705	60	15	,	,	PUNCT
american_scientific_journal-7705	60	16	less	less	ADJ
american_scientific_journal-7705	60	17	params	param	NOUN
american_scientific_journal-7705	60	18	,	,	PUNCT
american_scientific_journal-7705	60	19	and	and	CCONJ
american_scientific_journal-7705	60	20	relatively	relatively	ADV
american_scientific_journal-7705	60	21	large	large	ADJ
american_scientific_journal-7705	60	22	flops	flop	NOUN
american_scientific_journal-7705	60	23	compared	compare	VERB
american_scientific_journal-7705	60	24	to	to	ADP
american_scientific_journal-7705	60	25	mobilenetv2	mobilenetv2	PROPN
american_scientific_journal-7705	60	26	.	.	PUNCT
american_scientific_journal-7705	61	1	as	as	SCONJ
american_scientific_journal-7705	61	2	shown	show	VERB
american_scientific_journal-7705	61	3	in	in	ADP
american_scientific_journal-7705	61	4	the	the	DET
american_scientific_journal-7705	61	5	table	table	NOUN
american_scientific_journal-7705	61	6	above	above	ADV
american_scientific_journal-7705	61	7	,	,	PUNCT
american_scientific_journal-7705	61	8	the	the	DET
american_scientific_journal-7705	61	9	model	model	NOUN
american_scientific_journal-7705	61	10	network	network	NOUN
american_scientific_journal-7705	61	11	in	in	ADP
american_scientific_journal-7705	61	12	this	this	DET
american_scientific_journal-7705	61	13	paper	paper	NOUN
american_scientific_journal-7705	61	14	has	have	VERB
american_scientific_journal-7705	61	15	higher	high	ADJ
american_scientific_journal-7705	61	16	accuracy	accuracy	NOUN
american_scientific_journal-7705	61	17	than	than	ADP
american_scientific_journal-7705	61	18	the	the	DET
american_scientific_journal-7705	61	19	light	light	ADJ
american_scientific_journal-7705	61	20	-	-	PUNCT
american_scientific_journal-7705	61	21	weight	weight	NOUN
american_scientific_journal-7705	61	22	cnn	cnn	NOUN
american_scientific_journal-7705	61	23	and	and	CCONJ
american_scientific_journal-7705	61	24	the	the	DET
american_scientific_journal-7705	61	25	accuracy	accuracy	NOUN
american_scientific_journal-7705	61	26	is	be	AUX
american_scientific_journal-7705	61	27	improved	improve	VERB
american_scientific_journal-7705	61	28	by	by	ADP
american_scientific_journal-7705	61	29	2.4	2.4	NUM
american_scientific_journal-7705	61	30	%	%	NOUN
american_scientific_journal-7705	61	31	compared	compare	VERB
american_scientific_journal-7705	61	32	with	with	ADP
american_scientific_journal-7705	61	33	the	the	DET
american_scientific_journal-7705	61	34	light	light	ADJ
american_scientific_journal-7705	61	35	-	-	PUNCT
american_scientific_journal-7705	61	36	weight	weight	NOUN
american_scientific_journal-7705	61	37	cnn	cnn	NOUN
american_scientific_journal-7705	61	38	mobilenetv2	mobilenetv2	PROPN
american_scientific_journal-7705	61	39	.	.	PUNCT
american_scientific_journal-7705	62	1	compared	compare	VERB
american_scientific_journal-7705	62	2	with	with	ADP
american_scientific_journal-7705	62	3	the	the	DET
american_scientific_journal-7705	62	4	heavy	heavy	ADJ
american_scientific_journal-7705	62	5	-	-	PUNCT
american_scientific_journal-7705	62	6	weight	weight	NOUN
american_scientific_journal-7705	62	7	cnn	cnn	NOUN
american_scientific_journal-7705	62	8	,	,	PUNCT
american_scientific_journal-7705	62	9	the	the	DET
american_scientific_journal-7705	62	10	number	number	NOUN
american_scientific_journal-7705	62	11	of	of	ADP
american_scientific_journal-7705	62	12	parameters	parameter	NOUN
american_scientific_journal-7705	62	13	is	be	AUX
american_scientific_journal-7705	62	14	greatly	greatly	ADV
american_scientific_journal-7705	62	15	reduced	reduce	VERB
american_scientific_journal-7705	62	16	and	and	CCONJ
american_scientific_journal-7705	62	17	the	the	DET
american_scientific_journal-7705	62	18	training	training	NOUN
american_scientific_journal-7705	62	19	time	time	NOUN
american_scientific_journal-7705	62	20	is	be	AUX
american_scientific_journal-7705	62	21	shortened	shorten	VERB
american_scientific_journal-7705	62	22	and	and	CCONJ
american_scientific_journal-7705	62	23	the	the	DET
american_scientific_journal-7705	62	24	accuracy	accuracy	NOUN
american_scientific_journal-7705	62	25	is	be	AUX
american_scientific_journal-7705	62	26	improved	improve	VERB
american_scientific_journal-7705	62	27	.	.	PUNCT
american_scientific_journal-7705	63	1	in	in	ADP
american_scientific_journal-7705	63	2	summary	summary	NOUN
american_scientific_journal-7705	63	3	,	,	PUNCT
american_scientific_journal-7705	63	4	the	the	DET
american_scientific_journal-7705	63	5	model	model	NOUN
american_scientific_journal-7705	63	6	used	use	VERB
american_scientific_journal-7705	63	7	in	in	ADP
american_scientific_journal-7705	63	8	this	this	DET
american_scientific_journal-7705	63	9	paper	paper	NOUN
american_scientific_journal-7705	63	10	has	have	VERB
american_scientific_journal-7705	63	11	better	well	ADJ
american_scientific_journal-7705	63	12	performance	performance	NOUN
american_scientific_journal-7705	63	13	and	and	CCONJ
american_scientific_journal-7705	63	14	can	can	AUX
american_scientific_journal-7705	63	15	better	well	ADV
american_scientific_journal-7705	63	16	meet	meet	VERB
american_scientific_journal-7705	63	17	the	the	DET
american_scientific_journal-7705	63	18	classification	classification	NOUN
american_scientific_journal-7705	63	19	task	task	NOUN
american_scientific_journal-7705	63	20	of	of	ADP
american_scientific_journal-7705	63	21	bone	bone	NOUN
american_scientific_journal-7705	63	22	marrow	marrow	NOUN
american_scientific_journal-7705	63	23	blood	blood	NOUN
american_scientific_journal-7705	63	24	cell	cell	NOUN
american_scientific_journal-7705	63	25	images	image	NOUN
american_scientific_journal-7705	63	26	.	.	PUNCT
american_scientific_journal-7705	64	1	5	5	X
american_scientific_journal-7705	64	2	.	.	X
american_scientific_journal-7705	64	3	conclusion	conclusion	NOUN
american_scientific_journal-7705	64	4	classification	classification	NOUN
american_scientific_journal-7705	64	5	model	model	NOUN
american_scientific_journal-7705	64	6	with	with	ADP
american_scientific_journal-7705	64	7	high	high	ADJ
american_scientific_journal-7705	64	8	classification	classification	NOUN
american_scientific_journal-7705	64	9	accuracy	accuracy	NOUN
american_scientific_journal-7705	64	10	and	and	CCONJ
american_scientific_journal-7705	64	11	lightweight	lightweight	ADJ
american_scientific_journal-7705	64	12	network	network	NOUN
american_scientific_journal-7705	64	13	are	be	AUX
american_scientific_journal-7705	64	14	of	of	ADP
american_scientific_journal-7705	64	15	great	great	ADJ
american_scientific_journal-7705	64	16	significance	significance	NOUN
american_scientific_journal-7705	64	17	for	for	ADP
american_scientific_journal-7705	64	18	automated	automate	VERB
american_scientific_journal-7705	64	19	bone	bone	NOUN
american_scientific_journal-7705	64	20	marrow	marrow	NOUN
american_scientific_journal-7705	64	21	blood	blood	NOUN
american_scientific_journal-7705	64	22	cell	cell	NOUN
american_scientific_journal-7705	64	23	morphology	morphology	NOUN
american_scientific_journal-7705	64	24	detection	detection	NOUN
american_scientific_journal-7705	64	25	systems	system	NOUN
american_scientific_journal-7705	64	26	.	.	PUNCT
american_scientific_journal-7705	65	1	based	base	VERB
american_scientific_journal-7705	65	2	on	on	ADP
american_scientific_journal-7705	65	3	the	the	DET
american_scientific_journal-7705	65	4	fab	fab	ADJ
american_scientific_journal-7705	65	5	diagnostic	diagnostic	ADJ
american_scientific_journal-7705	65	6	criteria	criterion	NOUN
american_scientific_journal-7705	65	7	[	[	X
american_scientific_journal-7705	65	8	14	14	NUM
american_scientific_journal-7705	65	9	]	]	PUNCT
american_scientific_journal-7705	65	10	,	,	PUNCT
american_scientific_journal-7705	65	11	eight	eight	NUM
american_scientific_journal-7705	65	12	types	type	NOUN
american_scientific_journal-7705	65	13	of	of	ADP
american_scientific_journal-7705	65	14	bone	bone	NOUN
american_scientific_journal-7705	65	15	marrow	marrow	NOUN
american_scientific_journal-7705	65	16	blood	blood	NOUN
american_scientific_journal-7705	65	17	cell	cell	NOUN
american_scientific_journal-7705	65	18	images	image	NOUN
american_scientific_journal-7705	65	19	were	be	AUX
american_scientific_journal-7705	65	20	selected	select	VERB
american_scientific_journal-7705	65	21	from	from	ADP
american_scientific_journal-7705	65	22	the	the	DET
american_scientific_journal-7705	65	23	aml	aml	PROPN
american_scientific_journal-7705	65	24	-	-	PUNCT
american_scientific_journal-7705	65	25	cytomorphology_lmu	cytomorphology_lmu	NOUN
american_scientific_journal-7705	65	26	public	public	ADJ
american_scientific_journal-7705	65	27	dataset	dataset	NOUN
american_scientific_journal-7705	65	28	as	as	ADP
american_scientific_journal-7705	65	29	samples	sample	NOUN
american_scientific_journal-7705	65	30	for	for	ADP
american_scientific_journal-7705	65	31	the	the	DET
american_scientific_journal-7705	65	32	identification	identification	NOUN
american_scientific_journal-7705	65	33	and	and	CCONJ
american_scientific_journal-7705	65	34	diagnosis	diagnosis	NOUN
american_scientific_journal-7705	65	35	of	of	ADP
american_scientific_journal-7705	65	36	acute	acute	ADJ
american_scientific_journal-7705	65	37	leukemia	leukemia	NOUN
american_scientific_journal-7705	65	38	[	[	X
american_scientific_journal-7705	65	39	13	13	NUM
american_scientific_journal-7705	65	40	]	]	PUNCT
american_scientific_journal-7705	65	41	.	.	PUNCT
american_scientific_journal-7705	66	1	using	use	VERB
american_scientific_journal-7705	66	2	these	these	DET
american_scientific_journal-7705	66	3	8	8	NUM
american_scientific_journal-7705	66	4	types	type	NOUN
american_scientific_journal-7705	66	5	of	of	ADP
american_scientific_journal-7705	66	6	bone	bone	NOUN
american_scientific_journal-7705	66	7	marrow	marrow	NOUN
american_scientific_journal-7705	66	8	blood	blood	NOUN
american_scientific_journal-7705	66	9	cell	cell	NOUN
american_scientific_journal-7705	66	10	images	image	NOUN
american_scientific_journal-7705	66	11	,	,	PUNCT
american_scientific_journal-7705	66	12	a	a	DET
american_scientific_journal-7705	66	13	dataset	dataset	NOUN
american_scientific_journal-7705	66	14	was	be	AUX
american_scientific_journal-7705	66	15	established	establish	VERB
american_scientific_journal-7705	66	16	,	,	PUNCT
american_scientific_journal-7705	66	17	and	and	CCONJ
american_scientific_journal-7705	66	18	a	a	DET
american_scientific_journal-7705	66	19	lightweight	lightweight	ADJ
american_scientific_journal-7705	66	20	classification	classification	NOUN
american_scientific_journal-7705	66	21	model	model	NOUN
american_scientific_journal-7705	66	22	based	base	VERB
american_scientific_journal-7705	66	23	on	on	ADP
american_scientific_journal-7705	66	24	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	66	25	was	be	AUX
american_scientific_journal-7705	66	26	trained	train	VERB
american_scientific_journal-7705	66	27	and	and	CCONJ
american_scientific_journal-7705	66	28	verified	verify	VERB
american_scientific_journal-7705	66	29	.	.	PUNCT
american_scientific_journal-7705	67	1	our	our	PRON
american_scientific_journal-7705	67	2	results	result	NOUN
american_scientific_journal-7705	67	3	show	show	VERB
american_scientific_journal-7705	67	4	that	that	SCONJ
american_scientific_journal-7705	67	5	on	on	ADP
american_scientific_journal-7705	67	6	the	the	DET
american_scientific_journal-7705	67	7	same	same	ADJ
american_scientific_journal-7705	67	8	classification	classification	NOUN
american_scientific_journal-7705	67	9	task	task	NOUN
american_scientific_journal-7705	67	10	,	,	PUNCT
american_scientific_journal-7705	67	11	the	the	DET
american_scientific_journal-7705	67	12	mobilevit	mobilevit	NOUN
american_scientific_journal-7705	67	13	model	model	NOUN
american_scientific_journal-7705	67	14	performs	perform	VERB
american_scientific_journal-7705	67	15	well	well	ADV
american_scientific_journal-7705	67	16	in	in	ADP
american_scientific_journal-7705	67	17	classification	classification	NOUN
american_scientific_journal-7705	67	18	accuracy	accuracy	NOUN
american_scientific_journal-7705	67	19	,	,	PUNCT
american_scientific_journal-7705	67	20	flops	flop	NOUN
american_scientific_journal-7705	67	21	and	and	CCONJ
american_scientific_journal-7705	67	22	params	param	NOUN
american_scientific_journal-7705	67	23	compared	compare	VERB
american_scientific_journal-7705	67	24	with	with	ADP
american_scientific_journal-7705	67	25	several	several	ADJ
american_scientific_journal-7705	67	26	other	other	ADJ
american_scientific_journal-7705	67	27	neural	neural	ADJ
american_scientific_journal-7705	67	28	networks	network	NOUN
american_scientific_journal-7705	67	29	,	,	PUNCT
american_scientific_journal-7705	67	30	indicating	indicate	VERB
american_scientific_journal-7705	67	31	that	that	SCONJ
american_scientific_journal-7705	67	32	the	the	DET
american_scientific_journal-7705	67	33	mobilevit	mobilevit	PROPN
american_scientific_journal-7705	67	34	model	model	NOUN
american_scientific_journal-7705	67	35	has	have	VERB
american_scientific_journal-7705	67	36	broad	broad	ADJ
american_scientific_journal-7705	67	37	application	application	NOUN
american_scientific_journal-7705	67	38	prospects	prospect	NOUN
american_scientific_journal-7705	67	39	in	in	ADP
american_scientific_journal-7705	67	40	this	this	DET
american_scientific_journal-7705	67	41	field	field	NOUN
american_scientific_journal-7705	67	42	.	.	PUNCT
american_scientific_journal-7705	68	1	in	in	ADP
american_scientific_journal-7705	68	2	the	the	DET
american_scientific_journal-7705	68	3	future	future	ADJ
american_scientific_journal-7705	68	4	work	work	NOUN
american_scientific_journal-7705	68	5	,	,	PUNCT
american_scientific_journal-7705	68	6	we	we	PRON
american_scientific_journal-7705	68	7	can	can	AUX
american_scientific_journal-7705	68	8	consider	consider	VERB
american_scientific_journal-7705	68	9	to	to	PART
american_scientific_journal-7705	68	10	further	far	ADV
american_scientific_journal-7705	68	11	optimize	optimize	VERB
american_scientific_journal-7705	68	12	the	the	DET
american_scientific_journal-7705	68	13	model	model	NOUN
american_scientific_journal-7705	68	14	,	,	PUNCT
american_scientific_journal-7705	68	15	try	try	VERB
american_scientific_journal-7705	68	16	to	to	PART
american_scientific_journal-7705	68	17	transplant	transplant	VERB
american_scientific_journal-7705	68	18	the	the	DET
american_scientific_journal-7705	68	19	network	network	NOUN
american_scientific_journal-7705	68	20	model	model	NOUN
american_scientific_journal-7705	68	21	to	to	ADP
american_scientific_journal-7705	68	22	the	the	DET
american_scientific_journal-7705	68	23	mobile	mobile	ADJ
american_scientific_journal-7705	68	24	device	device	NOUN
american_scientific_journal-7705	68	25	,	,	PUNCT
american_scientific_journal-7705	68	26	and	and	CCONJ
american_scientific_journal-7705	68	27	implement	implement	VERB
american_scientific_journal-7705	68	28	the	the	DET
american_scientific_journal-7705	68	29	bone	bone	NOUN
american_scientific_journal-7705	68	30	marrow	marrow	NOUN
american_scientific_journal-7705	68	31	blood	blood	NOUN
american_scientific_journal-7705	68	32	cell	cell	NOUN
american_scientific_journal-7705	68	33	morphology	morphology	NOUN
american_scientific_journal-7705	68	34	analysis	analysis	NOUN
american_scientific_journal-7705	68	35	system	system	NOUN
american_scientific_journal-7705	68	36	on	on	ADP
american_scientific_journal-7705	68	37	the	the	DET
american_scientific_journal-7705	68	38	mobile	mobile	ADJ
american_scientific_journal-7705	68	39	device	device	NOUN
american_scientific_journal-7705	68	40	.	.	PUNCT
american_scientific_journal-7705	69	1	references	reference	NOUN
american_scientific_journal-7705	69	2	[	[	X
american_scientific_journal-7705	69	3	1	1	X
american_scientific_journal-7705	69	4	]	]	PUNCT
american_scientific_journal-7705	69	5	yi‎yunlin.‎“quality‎management‎and‎clinical‎	yi‎yunlin.‎“quality‎management‎and‎clinical‎	PROPN
american_scientific_journal-7705	69	6	significance‎analysis‎of‎bone	significance‎analysis‎of‎bone	PROPN
american_scientific_journal-7705	69	7	marrow	marrow	NOUN
american_scientific_journal-7705	69	8	cell	cell	NOUN
american_scientific_journal-7705	69	9	morphology	morphology	NOUN
american_scientific_journal-7705	69	10	test	test	NOUN
american_scientific_journal-7705	69	11	”	"	PUNCT
american_scientific_journal-7705	69	12	.	.	PUNCT
american_scientific_journal-7705	70	1	china	china	PROPN
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american_scientific_journal-7705	70	4	-	-	PUNCT
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american_scientific_journal-7705	70	6	.	.	PUNCT
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american_scientific_journal-7705	71	2	2	2	X
american_scientific_journal-7705	71	3	]	]	X
american_scientific_journal-7705	71	4	gu‎guiying,‎	gu‎guiying,‎	PROPN
american_scientific_journal-7705	71	5	liu‎	liu‎	PROPN
american_scientific_journal-7705	71	6	jingxin,‎	jingxin,‎	PROPN
american_scientific_journal-7705	71	7	shi‎	shi‎	PROPN
american_scientific_journal-7705	71	8	zhangzhen,‎	zhangzhen,‎	NOUN
american_scientific_journal-7705	71	9	et‎	et‎	PUNCT
american_scientific_journal-7705	71	10	al.‎	al.‎	PROPN
american_scientific_journal-7705	71	11	“	"	PUNCT
american_scientific_journal-7705	71	12	application‎	application‎	PROPN
american_scientific_journal-7705	71	13	of‎	of‎	VERB
american_scientific_journal-7705	71	14	computer‎	computer‎	PROPN
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american_scientific_journal-7705	71	17	in‎	in‎	PUNCT
american_scientific_journal-7705	71	18	the‎	the‎	PROPN
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american_scientific_journal-7705	71	20	medical	medical	ADJ
american_scientific_journal-7705	71	21	devices	device	NOUN
american_scientific_journal-7705	71	22	,	,	PUNCT
american_scientific_journal-7705	71	23	2018	2018	NUM
american_scientific_journal-7705	71	24	,	,	PUNCT
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american_scientific_journal-7705	71	27	6	6	NUM
american_scientific_journal-7705	71	28	-	-	SYM
american_scientific_journal-7705	71	29	11	11	NUM
american_scientific_journal-7705	71	30	.	.	PUNCT
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american_scientific_journal-7705	72	2	3	3	X
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american_scientific_journal-7705	72	6	al.‎	al.‎	ADJ
american_scientific_journal-7705	72	7	“	"	PUNCT
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american_scientific_journal-7705	72	11	:	:	PUNCT
american_scientific_journal-7705	72	12	academic	academic	ADJ
american_scientific_journal-7705	72	13	press	press	NOUN
american_scientific_journal-7705	72	14	,	,	PUNCT
american_scientific_journal-7705	72	15	1968	1968	NUM
american_scientific_journal-7705	72	16	:	:	PUNCT
american_scientific_journal-7705	72	17	245~256	245~256	NUM
american_scientific_journal-7705	73	1	[	[	X
american_scientific_journal-7705	73	2	4	4	X
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american_scientific_journal-7705	73	4	fu‎x,‎fu‎m,‎li‎q,‎et‎al.‎“morphogo:‎an‎automatic	fu‎x,‎fu‎m,‎li‎q,‎et‎al.‎“morphogo:‎an‎automatic	ADJ
american_scientific_journal-7705	73	5	bone	bone	NOUN
american_scientific_journal-7705	73	6	marrow	marrow	NOUN
american_scientific_journal-7705	73	7	cell	cell	NOUN
american_scientific_journal-7705	73	8	classification	classification	NOUN
american_scientific_journal-7705	73	9	system	system	NOUN
american_scientific_journal-7705	73	10	on	on	ADP
american_scientific_journal-7705	73	11	digital	digital	ADJ
american_scientific_journal-7705	73	12	images‎analyzed‎by‎artificial‎intelligence”.‎acta	images‎analyzed‎by‎artificial‎intelligence”.‎acta	NOUN
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american_scientific_journal-7705	73	14	,	,	PUNCT
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american_scientific_journal-7705	73	16	,	,	PUNCT
american_scientific_journal-7705	73	17	64(6	64(6	NUM
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american_scientific_journal-7705	73	19	588	588	NUM
american_scientific_journal-7705	73	20	-	-	SYM
american_scientific_journal-7705	73	21	596	596	NUM
american_scientific_journal-7705	73	22	.	.	PUNCT
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american_scientific_journal-7705	74	2	5	5	NUM
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american_scientific_journal-7705	74	4	tian‎juanxiu,‎liu‎guocai,‎gu‎shanshan,‎et‎al.‎“research‎and‎challenges‎of‎deep‎learning‎methods‎for‎	tian‎juanxiu,‎liu‎guocai,‎gu‎shanshan,‎et‎al.‎“research‎and‎challenges‎of‎deep‎learning‎methods‎for‎	ADP
american_scientific_journal-7705	74	5	medical	medical	ADJ
american_scientific_journal-7705	74	6	image	image	NOUN
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american_scientific_journal-7705	74	9	automation	automation	NOUN
american_scientific_journal-7705	74	10	,	,	PUNCT
american_scientific_journal-7705	74	11	2018	2018	NUM
american_scientific_journal-7705	74	12	,	,	PUNCT
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american_scientific_journal-7705	74	16	-	-	SYM
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american_scientific_journal-7705	74	18	.	.	PUNCT
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american_scientific_journal-7705	75	2	academic	academic	ADJ
american_scientific_journal-7705	75	3	scientific	scientific	ADJ
american_scientific_journal-7705	75	4	research	research	NOUN
american_scientific_journal-7705	75	5	journal	journal	NOUN
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american_scientific_journal-7705	75	7	engineering	engineering	NOUN
american_scientific_journal-7705	75	8	,	,	PUNCT
american_scientific_journal-7705	75	9	technology	technology	NOUN
american_scientific_journal-7705	75	10	,	,	PUNCT
american_scientific_journal-7705	75	11	and	and	CCONJ
american_scientific_journal-7705	75	12	sciences	science	NOUN
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american_scientific_journal-7705	75	21	,	,	PUNCT
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american_scientific_journal-7705	76	5	et‎	et‎	PUNCT
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american_scientific_journal-7705	76	7	“	"	PUNCT
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american_scientific_journal-7705	76	9	and‎evaluation‎of‎	and‎evaluation‎of‎	NOUN
american_scientific_journal-7705	76	10	a‎leukemia‎diagnosis‎system‎using‎	a‎leukemia‎diagnosis‎system‎using‎	NOUN
american_scientific_journal-7705	76	11	deep‎learning‎in‎real‎clinical‎scenarios	deep‎learning‎in‎real‎clinical‎scenario	NOUN
american_scientific_journal-7705	76	12	”	"	PUNCT
american_scientific_journal-7705	76	13	.	.	PUNCT
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american_scientific_journal-7705	77	2	in	in	ADP
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american_scientific_journal-7705	77	4	,	,	PUNCT
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american_scientific_journal-7705	77	6	,	,	PUNCT
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american_scientific_journal-7705	77	8	.	.	PUNCT
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american_scientific_journal-7705	78	3	]	]	X
american_scientific_journal-7705	78	4	zhang	zhang	PROPN
american_scientific_journal-7705	78	5	hta	hta	PROPN
american_scientific_journal-7705	78	6	,	,	PUNCT
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american_scientific_journal-7705	78	9	,	,	PUNCT
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american_scientific_journal-7705	78	12	,	,	PUNCT
american_scientific_journal-7705	78	13	et	et	NOUN
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american_scientific_journal-7705	78	15	-	-	PUNCT
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american_scientific_journal-7705	78	23	devices	device	NOUN
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american_scientific_journal-7705	78	26	,	,	PUNCT
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american_scientific_journal-7705	78	30	-	-	SYM
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american_scientific_journal-7705	79	6	“	"	PUNCT
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american_scientific_journal-7705	79	20	,	,	PUNCT
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american_scientific_journal-7705	79	22	.	.	PUNCT
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american_scientific_journal-7705	80	2	9	9	NUM
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american_scientific_journal-7705	80	9	a,‎	a,‎	PROPN
american_scientific_journal-7705	80	10	et‎	et‎	PUNCT
american_scientific_journal-7705	80	11	al.‎	al.‎	ADJ
american_scientific_journal-7705	80	12	“	"	PUNCT
american_scientific_journal-7705	80	13	an‎	an‎	NOUN
american_scientific_journal-7705	80	14	image‎	image‎	NUM
american_scientific_journal-7705	80	15	is‎	is‎	PUNCT
american_scientific_journal-7705	80	16	worth‎	worth‎	VERB
american_scientific_journal-7705	80	17	16x16‎	16x16‎	NUM
american_scientific_journal-7705	81	1	words:‎	words:‎	NOUN
american_scientific_journal-7705	81	2	transformers‎	transformers‎	VERB
american_scientific_journal-7705	81	3	for‎	for‎	PROPN
american_scientific_journal-7705	81	4	image‎recognition‎at‎scale”.‎arxiv	image‎recognition‎at‎scale”.‎arxiv	NOUN
american_scientific_journal-7705	81	5	preprint	preprint	NOUN
american_scientific_journal-7705	81	6	arxiv:2010.11929	arxiv:2010.11929	NOUN
american_scientific_journal-7705	81	7	,	,	PUNCT
american_scientific_journal-7705	81	8	2020	2020	NUM
american_scientific_journal-7705	81	9	.	.	PUNCT
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american_scientific_journal-7705	82	4	mehta‎	mehta‎	PROPN
american_scientific_journal-7705	82	5	s,‎	s,‎	PROPN
american_scientific_journal-7705	82	6	rastegari‎	rastegari‎	PROPN
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american_scientific_journal-7705	82	8	“	"	PUNCT
american_scientific_journal-7705	82	9	mobilevit:‎	mobilevit:‎	VERB
american_scientific_journal-7705	82	10	light	light	ADJ
american_scientific_journal-7705	82	11	-	-	PUNCT
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american_scientific_journal-7705	82	13	,	,	PUNCT
american_scientific_journal-7705	82	14	general	general	ADJ
american_scientific_journal-7705	82	15	-	-	PUNCT
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american_scientific_journal-7705	82	17	,	,	PUNCT
american_scientific_journal-7705	82	18	and	and	CCONJ
american_scientific_journal-7705	82	19	mobile	mobile	ADJ
american_scientific_journal-7705	82	20	-	-	PUNCT
american_scientific_journal-7705	82	21	friendly	friendly	ADJ
american_scientific_journal-7705	82	22	vision	vision	NOUN
american_scientific_journal-7705	82	23	transformer”.‎arxiv	transformer”.‎arxiv	PROPN
american_scientific_journal-7705	82	24	preprint	preprint	NOUN
american_scientific_journal-7705	82	25	arxiv:2110.02178	arxiv:2110.02178	NOUN
american_scientific_journal-7705	82	26	,	,	PUNCT
american_scientific_journal-7705	82	27	2021	2021	NUM
american_scientific_journal-7705	82	28	.	.	PUNCT
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american_scientific_journal-7705	83	4	sandler‎	sandler‎	PROPN
american_scientific_journal-7705	83	5	m,‎	m,‎	PROPN
american_scientific_journal-7705	83	6	howard‎	howard‎	PROPN
american_scientific_journal-7705	83	7	a,‎	a,‎	PROPN
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american_scientific_journal-7705	83	9	m,‎	m,‎	NOUN
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american_scientific_journal-7705	83	11	al.‎	al.‎	ADJ
american_scientific_journal-7705	83	12	“	"	PUNCT
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american_scientific_journal-7705	83	16	and‎	and‎	PROPN
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american_scientific_journal-7705	84	3	of	of	ADP
american_scientific_journal-7705	84	4	the	the	DET
american_scientific_journal-7705	84	5	ieee	ieee	NOUN
american_scientific_journal-7705	84	6	conference	conference	NOUN
american_scientific_journal-7705	84	7	on	on	ADP
american_scientific_journal-7705	84	8	computer	computer	NOUN
american_scientific_journal-7705	84	9	vision	vision	NOUN
american_scientific_journal-7705	84	10	and	and	CCONJ
american_scientific_journal-7705	84	11	pattern	pattern	NOUN
american_scientific_journal-7705	84	12	recognition	recognition	NOUN
american_scientific_journal-7705	84	13	.	.	PUNCT
american_scientific_journal-7705	85	1	2018	2018	NUM
american_scientific_journal-7705	85	2	:	:	PUNCT
american_scientific_journal-7705	85	3	4510	4510	NUM
american_scientific_journal-7705	85	4	-	-	SYM
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american_scientific_journal-7705	85	6	.	.	PUNCT
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american_scientific_journal-7705	86	6	“	"	PUNCT
american_scientific_journal-7705	86	7	a‎	a‎	ADJ
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american_scientific_journal-7705	86	9	-	-	PUNCT
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american_scientific_journal-7705	86	11	morphological	morphological	ADJ
american_scientific_journal-7705	86	12	dataset	dataset	NOUN
american_scientific_journal-7705	86	13	of	of	ADP
american_scientific_journal-7705	86	14	leukocytes”internet	leukocytes”internet	NOUN
american_scientific_journal-7705	86	15	:	:	PUNCT
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american_scientific_journal-7705	86	17	/	/	SYM
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american_scientific_journal-7705	86	19	/	/	SYM
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american_scientific_journal-7705	86	23	-	-	PUNCT
american_scientific_journal-7705	86	24	images	image	NOUN
american_scientific_journal-7705	86	25	-	-	PUNCT
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american_scientific_journal-7705	86	27	-	-	PUNCT
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american_scientific_journal-7705	87	6	-	-	PUNCT
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american_scientific_journal-7705	87	8	-	-	PUNCT
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american_scientific_journal-7705	87	14	-	-	ADJ
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american_scientific_journal-7705	87	17	british	british	ADJ
american_scientific_journal-7705	87	18	journal	journal	PROPN
american_scientific_journal-7705	87	19	of	of	ADP
american_scientific_journal-7705	87	20	haematology	haematology	NOUN
american_scientific_journal-7705	87	21	,	,	PUNCT
american_scientific_journal-7705	87	22	1976	1976	NUM
american_scientific_journal-7705	87	23	,	,	PUNCT
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american_scientific_journal-7705	87	27	-	-	SYM
american_scientific_journal-7705	87	28	458	458	NUM
american_scientific_journal-7705	87	29	.	.	PUNCT
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american_scientific_journal-7705	88	4	mit	mit	NOUN
american_scientific_journal-7705	88	5	.	.	PUNCT
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american_scientific_journal-7705	89	2	-	-	PUNCT
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american_scientific_journal-7705	89	4	-	-	PUNCT
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american_scientific_journal-7705	89	6	:	:	PUNCT
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american_scientific_journal-7705	89	8	/	/	SYM
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american_scientific_journal-7705	89	10	/	/	SYM
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american_scientific_journal-7705	89	12	-	-	PUNCT
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