id	sid	tid	token	lemma	pos
ajst-14947	1	1	academic	academic	ADJ
ajst-14947	1	2	journal	journal	NOUN
ajst-14947	1	3	of	of	ADP
ajst-14947	1	4	science	science	NOUN
ajst-14947	1	5	and	and	CCONJ
ajst-14947	1	6	technology	technology	NOUN
ajst-14947	1	7	issn	issn	NOUN
ajst-14947	1	8	:	:	PUNCT
ajst-14947	1	9	2771	2771	NUM
ajst-14947	1	10	-	-	SYM
ajst-14947	1	11	3032	3032	NUM
ajst-14947	1	12	|	|	NOUN
ajst-14947	1	13	vol	vol	NOUN
ajst-14947	1	14	.	.	PROPN
ajst-14947	1	15	8	8	NUM
ajst-14947	1	16	,	,	PUNCT
ajst-14947	1	17	no	no	INTJ
ajst-14947	1	18	.	.	NOUN
ajst-14947	1	19	2	2	NUM
ajst-14947	1	20	,	,	PUNCT
ajst-14947	1	21	2023	2023	NUM
ajst-14947	1	22	62	62	NUM
ajst-14947	1	23	baseball	baseball	NOUN
ajst-14947	1	24	action	action	NOUN
ajst-14947	1	25	classification	classification	NOUN
ajst-14947	1	26	based	base	VERB
ajst-14947	1	27	on	on	ADP
ajst-14947	1	28	openpose	openpose	PROPN
ajst-14947	1	29	zhanhao	zhanhao	PROPN
ajst-14947	1	30	liang	liang	PROPN
ajst-14947	1	31	,	,	PUNCT
ajst-14947	1	32	batyrkanov	batyrkanov	PROPN
ajst-14947	1	33	jenish	jenish	PROPN
ajst-14947	1	34	isakunovich	isakunovich	PROPN
ajst-14947	1	35	automatic	automatic	ADJ
ajst-14947	1	36	control	control	PROPN
ajst-14947	1	37	department	department	PROPN
ajst-14947	1	38	,	,	PUNCT
ajst-14947	1	39	kyrgyz	kyrgyz	PROPN
ajst-14947	1	40	state	state	PROPN
ajst-14947	1	41	technical	technical	PROPN
ajst-14947	1	42	university	university	PROPN
ajst-14947	1	43	after	after	ADP
ajst-14947	1	44	named	name	VERB
ajst-14947	1	45	i.razzakov	i.razzakov	NOUN
ajst-14947	1	46	,	,	PUNCT
ajst-14947	1	47	bishkek	bishkek	PROPN
ajst-14947	1	48	,	,	PUNCT
ajst-14947	1	49	kyrgyzstan	kyrgyzstan	PROPN
ajst-14947	1	50	abstract	abstract	NOUN
ajst-14947	1	51	:	:	PUNCT
ajst-14947	1	52	this	this	DET
ajst-14947	1	53	research	research	NOUN
ajst-14947	1	54	presents	present	VERB
ajst-14947	1	55	an	an	DET
ajst-14947	1	56	innovative	innovative	ADJ
ajst-14947	1	57	approach	approach	NOUN
ajst-14947	1	58	to	to	ADP
ajst-14947	1	59	sports	sport	NOUN
ajst-14947	1	60	analytics	analytic	NOUN
ajst-14947	1	61	through	through	ADP
ajst-14947	1	62	the	the	DET
ajst-14947	1	63	application	application	NOUN
ajst-14947	1	64	of	of	ADP
ajst-14947	1	65	convolutional	convolutional	ADJ
ajst-14947	1	66	neural	neural	ADJ
ajst-14947	1	67	networks	network	NOUN
ajst-14947	1	68	(	(	PUNCT
ajst-14947	1	69	cnns	cnns	PROPN
ajst-14947	1	70	)	)	PUNCT
ajst-14947	1	71	and	and	CCONJ
ajst-14947	1	72	openpose	openpose	PROPN
ajst-14947	1	73	,	,	PUNCT
ajst-14947	1	74	a	a	DET
ajst-14947	1	75	real	real	ADJ
ajst-14947	1	76	-	-	PUNCT
ajst-14947	1	77	time	time	NOUN
ajst-14947	1	78	pose	pose	NOUN
ajst-14947	1	79	estimation	estimation	NOUN
ajst-14947	1	80	technology	technology	NOUN
ajst-14947	1	81	,	,	PUNCT
ajst-14947	1	82	for	for	ADP
ajst-14947	1	83	the	the	DET
ajst-14947	1	84	classification	classification	NOUN
ajst-14947	1	85	of	of	ADP
ajst-14947	1	86	baseball	baseball	NOUN
ajst-14947	1	87	actions	action	NOUN
ajst-14947	1	88	.	.	PUNCT
ajst-14947	2	1	focused	focus	VERB
ajst-14947	2	2	on	on	ADP
ajst-14947	2	3	the	the	DET
ajst-14947	2	4	accurate	accurate	ADJ
ajst-14947	2	5	categorization	categorization	NOUN
ajst-14947	2	6	of	of	ADP
ajst-14947	2	7	key	key	ADJ
ajst-14947	2	8	baseball	baseball	NOUN
ajst-14947	2	9	movements	movement	NOUN
ajst-14947	2	10	—	—	PUNCT
ajst-14947	2	11	pitching	pitching	NOUN
ajst-14947	2	12	,	,	PUNCT
ajst-14947	2	13	batting	batting	NOUN
ajst-14947	2	14	,	,	PUNCT
ajst-14947	2	15	fielding	fielding	NOUN
ajst-14947	2	16	,	,	PUNCT
ajst-14947	2	17	throwing	throwing	NOUN
ajst-14947	2	18	,	,	PUNCT
ajst-14947	2	19	base	base	NOUN
ajst-14947	2	20	running	running	NOUN
ajst-14947	2	21	,	,	PUNCT
ajst-14947	2	22	defensive	defensive	ADJ
ajst-14947	2	23	positioning	positioning	NOUN
ajst-14947	2	24	,	,	PUNCT
ajst-14947	2	25	and	and	CCONJ
ajst-14947	2	26	catching	catch	VERB
ajst-14947	2	27	—	—	PUNCT
ajst-14947	2	28	the	the	DET
ajst-14947	2	29	study	study	NOUN
ajst-14947	2	30	developed	develop	VERB
ajst-14947	2	31	a	a	DET
ajst-14947	2	32	cnn	cnn	PROPN
ajst-14947	2	33	model	model	NOUN
ajst-14947	2	34	tailored	tailor	VERB
ajst-14947	2	35	to	to	PART
ajst-14947	2	36	analyze	analyze	VERB
ajst-14947	2	37	skeletal	skeletal	ADJ
ajst-14947	2	38	data	datum	NOUN
ajst-14947	2	39	derived	derive	VERB
ajst-14947	2	40	from	from	ADP
ajst-14947	2	41	openpose	openpose	NUM
ajst-14947	2	42	.	.	PUNCT
ajst-14947	3	1	this	this	DET
ajst-14947	3	2	model	model	NOUN
ajst-14947	3	3	was	be	AUX
ajst-14947	3	4	trained	train	VERB
ajst-14947	3	5	and	and	CCONJ
ajst-14947	3	6	tested	test	VERB
ajst-14947	3	7	on	on	ADP
ajst-14947	3	8	a	a	DET
ajst-14947	3	9	diverse	diverse	ADJ
ajst-14947	3	10	dataset	dataset	NOUN
ajst-14947	3	11	collected	collect	VERB
ajst-14947	3	12	from	from	ADP
ajst-14947	3	13	various	various	ADJ
ajst-14947	3	14	baseball	baseball	NOUN
ajst-14947	3	15	games	game	NOUN
ajst-14947	3	16	and	and	CCONJ
ajst-14947	3	17	training	training	NOUN
ajst-14947	3	18	sessions	session	NOUN
ajst-14947	3	19	,	,	PUNCT
ajst-14947	3	20	ensuring	ensure	VERB
ajst-14947	3	21	a	a	DET
ajst-14947	3	22	comprehensive	comprehensive	ADJ
ajst-14947	3	23	and	and	CCONJ
ajst-14947	3	24	realistic	realistic	ADJ
ajst-14947	3	25	evaluation	evaluation	NOUN
ajst-14947	3	26	.	.	PUNCT
ajst-14947	4	1	impressively	impressively	ADV
ajst-14947	4	2	,	,	PUNCT
ajst-14947	4	3	the	the	DET
ajst-14947	4	4	model	model	NOUN
ajst-14947	4	5	achieved	achieve	VERB
ajst-14947	4	6	a	a	DET
ajst-14947	4	7	90	90	NUM
ajst-14947	4	8	%	%	NOUN
ajst-14947	4	9	accuracy	accuracy	NOUN
ajst-14947	4	10	rate	rate	NOUN
ajst-14947	4	11	in	in	ADP
ajst-14947	4	12	classifying	classify	VERB
ajst-14947	4	13	the	the	DET
ajst-14947	4	14	aforementioned	aforementioned	ADJ
ajst-14947	4	15	baseball	baseball	NOUN
ajst-14947	4	16	actions	action	NOUN
ajst-14947	4	17	,	,	PUNCT
ajst-14947	4	18	as	as	SCONJ
ajst-14947	4	19	validated	validate	VERB
ajst-14947	4	20	by	by	ADP
ajst-14947	4	21	a	a	DET
ajst-14947	4	22	detailed	detailed	ADJ
ajst-14947	4	23	confusion	confusion	NOUN
ajst-14947	4	24	matrix	matrix	NOUN
ajst-14947	4	25	analysis	analysis	NOUN
ajst-14947	4	26	.	.	PUNCT
ajst-14947	5	1	this	this	DET
ajst-14947	5	2	high	high	ADJ
ajst-14947	5	3	level	level	NOUN
ajst-14947	5	4	of	of	ADP
ajst-14947	5	5	precision	precision	NOUN
ajst-14947	5	6	demonstrates	demonstrate	VERB
ajst-14947	5	7	the	the	DET
ajst-14947	5	8	significant	significant	ADJ
ajst-14947	5	9	potential	potential	NOUN
ajst-14947	5	10	of	of	ADP
ajst-14947	5	11	combining	combine	VERB
ajst-14947	5	12	advanced	advanced	ADJ
ajst-14947	5	13	pose	pose	NOUN
ajst-14947	5	14	estimation	estimation	NOUN
ajst-14947	5	15	with	with	ADP
ajst-14947	5	16	machine	machine	NOUN
ajst-14947	5	17	learning	learning	NOUN
ajst-14947	5	18	in	in	ADP
ajst-14947	5	19	sports	sport	NOUN
ajst-14947	5	20	.	.	PUNCT
ajst-14947	6	1	the	the	DET
ajst-14947	6	2	results	result	NOUN
ajst-14947	6	3	not	not	PART
ajst-14947	6	4	only	only	ADV
ajst-14947	6	5	offer	offer	VERB
ajst-14947	6	6	new	new	ADJ
ajst-14947	6	7	insights	insight	NOUN
ajst-14947	6	8	into	into	ADP
ajst-14947	6	9	athlete	athlete	NOUN
ajst-14947	6	10	performance	performance	NOUN
ajst-14947	6	11	enhancement	enhancement	NOUN
ajst-14947	6	12	and	and	CCONJ
ajst-14947	6	13	injury	injury	NOUN
ajst-14947	6	14	prevention	prevention	NOUN
ajst-14947	6	15	but	but	CCONJ
ajst-14947	6	16	also	also	ADV
ajst-14947	6	17	mark	mark	VERB
ajst-14947	6	18	a	a	DET
ajst-14947	6	19	substantial	substantial	ADJ
ajst-14947	6	20	advancement	advancement	NOUN
ajst-14947	6	21	in	in	ADP
ajst-14947	6	22	the	the	DET
ajst-14947	6	23	application	application	NOUN
ajst-14947	6	24	of	of	ADP
ajst-14947	6	25	technological	technological	ADJ
ajst-14947	6	26	tools	tool	NOUN
ajst-14947	6	27	in	in	ADP
ajst-14947	6	28	sports	sport	NOUN
ajst-14947	6	29	analytics	analytic	NOUN
ajst-14947	6	30	.	.	PUNCT
ajst-14947	7	1	this	this	DET
ajst-14947	7	2	research	research	NOUN
ajst-14947	7	3	provides	provide	VERB
ajst-14947	7	4	valuable	valuable	ADJ
ajst-14947	7	5	implications	implication	NOUN
ajst-14947	7	6	for	for	ADP
ajst-14947	7	7	coaches	coach	NOUN
ajst-14947	7	8	,	,	PUNCT
ajst-14947	7	9	athletes	athlete	NOUN
ajst-14947	7	10	,	,	PUNCT
ajst-14947	7	11	and	and	CCONJ
ajst-14947	7	12	sports	sport	NOUN
ajst-14947	7	13	scientists	scientist	NOUN
ajst-14947	7	14	,	,	PUNCT
ajst-14947	7	15	highlighting	highlight	VERB
ajst-14947	7	16	a	a	DET
ajst-14947	7	17	novel	novel	ADJ
ajst-14947	7	18	avenue	avenue	NOUN
ajst-14947	7	19	for	for	ADP
ajst-14947	7	20	enhanced	enhance	VERB
ajst-14947	7	21	athletic	athletic	ADJ
ajst-14947	7	22	analysis	analysis	NOUN
ajst-14947	7	23	and	and	CCONJ
ajst-14947	7	24	training	training	NOUN
ajst-14947	7	25	.	.	PUNCT
ajst-14947	8	1	keywords	keyword	NOUN
ajst-14947	8	2	:	:	PUNCT
ajst-14947	8	3	openpose	openpose	NUM
ajst-14947	8	4	,	,	PUNCT
ajst-14947	8	5	baseball	baseball	NOUN
ajst-14947	8	6	action	action	NOUN
ajst-14947	8	7	classification	classification	NOUN
ajst-14947	8	8	,	,	PUNCT
ajst-14947	8	9	convolutional	convolutional	ADJ
ajst-14947	8	10	neural	neural	ADJ
ajst-14947	8	11	networks	network	NOUN
ajst-14947	8	12	(	(	PUNCT
ajst-14947	8	13	cnns	cnns	PROPN
ajst-14947	8	14	)	)	PUNCT
ajst-14947	8	15	.	.	PUNCT
ajst-14947	9	1	1	1	X
ajst-14947	9	2	.	.	X
ajst-14947	9	3	introduction	introduction	NOUN
ajst-14947	9	4	the	the	DET
ajst-14947	9	5	realm	realm	NOUN
ajst-14947	9	6	of	of	ADP
ajst-14947	9	7	sports	sport	NOUN
ajst-14947	9	8	analytics	analytic	NOUN
ajst-14947	9	9	has	have	AUX
ajst-14947	9	10	witnessed	witness	VERB
ajst-14947	9	11	remarkable	remarkable	ADJ
ajst-14947	9	12	advancements	advancement	NOUN
ajst-14947	9	13	with	with	ADP
ajst-14947	9	14	the	the	DET
ajst-14947	9	15	integration	integration	NOUN
ajst-14947	9	16	of	of	ADP
ajst-14947	9	17	sophisticated	sophisticated	ADJ
ajst-14947	9	18	technologies	technology	NOUN
ajst-14947	9	19	such	such	ADJ
ajst-14947	9	20	as	as	ADP
ajst-14947	9	21	computer	computer	NOUN
ajst-14947	9	22	vision	vision	NOUN
ajst-14947	9	23	and	and	CCONJ
ajst-14947	9	24	machine	machine	NOUN
ajst-14947	9	25	learning	learning	NOUN
ajst-14947	9	26	.	.	PUNCT
ajst-14947	10	1	in	in	ADP
ajst-14947	10	2	baseball	baseball	NOUN
ajst-14947	10	3	,	,	PUNCT
ajst-14947	10	4	a	a	DET
ajst-14947	10	5	sport	sport	NOUN
ajst-14947	10	6	rich	rich	ADJ
ajst-14947	10	7	in	in	ADP
ajst-14947	10	8	strategic	strategic	ADJ
ajst-14947	10	9	nuances	nuance	NOUN
ajst-14947	10	10	and	and	CCONJ
ajst-14947	10	11	dynamic	dynamic	ADJ
ajst-14947	10	12	actions	action	NOUN
ajst-14947	10	13	,	,	PUNCT
ajst-14947	10	14	the	the	DET
ajst-14947	10	15	classification	classification	NOUN
ajst-14947	10	16	of	of	ADP
ajst-14947	10	17	movements	movement	NOUN
ajst-14947	10	18	not	not	PART
ajst-14947	10	19	only	only	ADV
ajst-14947	10	20	enhances	enhance	VERB
ajst-14947	10	21	the	the	DET
ajst-14947	10	22	understanding	understanding	NOUN
ajst-14947	10	23	of	of	ADP
ajst-14947	10	24	the	the	DET
ajst-14947	10	25	game	game	NOUN
ajst-14947	10	26	but	but	CCONJ
ajst-14947	10	27	also	also	ADV
ajst-14947	10	28	aids	aid	VERB
ajst-14947	10	29	in	in	ADP
ajst-14947	10	30	performance	performance	NOUN
ajst-14947	10	31	analysis	analysis	NOUN
ajst-14947	10	32	and	and	CCONJ
ajst-14947	10	33	player	player	NOUN
ajst-14947	10	34	development	development	NOUN
ajst-14947	10	35	.	.	PUNCT
ajst-14947	11	1	this	this	DET
ajst-14947	11	2	research	research	NOUN
ajst-14947	11	3	focuses	focus	VERB
ajst-14947	11	4	on	on	ADP
ajst-14947	11	5	the	the	DET
ajst-14947	11	6	application	application	NOUN
ajst-14947	11	7	of	of	ADP
ajst-14947	11	8	openpose	openpose	NOUN
ajst-14947	11	9	,	,	PUNCT
ajst-14947	11	10	a	a	DET
ajst-14947	11	11	state	state	NOUN
ajst-14947	11	12	-	-	PUNCT
ajst-14947	11	13	of	of	ADP
ajst-14947	11	14	-	-	PUNCT
ajst-14947	11	15	the	the	DET
ajst-14947	11	16	-	-	PUNCT
ajst-14947	11	17	art	art	NOUN
ajst-14947	11	18	real	real	ADJ
ajst-14947	11	19	-	-	PUNCT
ajst-14947	11	20	time	time	NOUN
ajst-14947	11	21	pose	pose	NOUN
ajst-14947	11	22	estimation	estimation	NOUN
ajst-14947	11	23	technology	technology	NOUN
ajst-14947	11	24	,	,	PUNCT
ajst-14947	11	25	to	to	PART
ajst-14947	11	26	classify	classify	VERB
ajst-14947	11	27	baseball	baseball	NOUN
ajst-14947	11	28	actions	action	NOUN
ajst-14947	11	29	,	,	PUNCT
ajst-14947	11	30	leveraging	leverage	VERB
ajst-14947	11	31	its	its	PRON
ajst-14947	11	32	capabilities	capability	NOUN
ajst-14947	11	33	to	to	PART
ajst-14947	11	34	analyze	analyze	VERB
ajst-14947	11	35	complex	complex	ADJ
ajst-14947	11	36	human	human	ADJ
ajst-14947	11	37	movements	movement	NOUN
ajst-14947	11	38	with	with	ADP
ajst-14947	11	39	high	high	ADJ
ajst-14947	11	40	precision	precision	NOUN
ajst-14947	11	41	[	[	X
ajst-14947	11	42	1	1	NUM
ajst-14947	11	43	]	]	PUNCT
ajst-14947	11	44	.	.	PUNCT
ajst-14947	12	1	openpose	openpose	PROPN
ajst-14947	12	2	,	,	PUNCT
ajst-14947	12	3	an	an	DET
ajst-14947	12	4	open	open	ADJ
ajst-14947	12	5	-	-	PUNCT
ajst-14947	12	6	source	source	NOUN
ajst-14947	12	7	tool	tool	NOUN
ajst-14947	12	8	,	,	PUNCT
ajst-14947	12	9	employs	employ	VERB
ajst-14947	12	10	convolutional	convolutional	ADJ
ajst-14947	12	11	neural	neural	ADJ
ajst-14947	12	12	networks	network	NOUN
ajst-14947	12	13	(	(	PUNCT
ajst-14947	12	14	cnns	cnns	PROPN
ajst-14947	12	15	)	)	PUNCT
ajst-14947	12	16	to	to	PART
ajst-14947	12	17	detect	detect	VERB
ajst-14947	12	18	human	human	ADJ
ajst-14947	12	19	body	body	NOUN
ajst-14947	12	20	,	,	PUNCT
ajst-14947	12	21	hand	hand	NOUN
ajst-14947	12	22	,	,	PUNCT
ajst-14947	12	23	facial	facial	ADJ
ajst-14947	12	24	,	,	PUNCT
ajst-14947	12	25	and	and	CCONJ
ajst-14947	12	26	foot	foot	NOUN
ajst-14947	12	27	keypoints	keypoint	NOUN
ajst-14947	12	28	from	from	ADP
ajst-14947	12	29	images	image	NOUN
ajst-14947	12	30	and	and	CCONJ
ajst-14947	12	31	videos	video	NOUN
ajst-14947	12	32	.	.	PUNCT
ajst-14947	13	1	its	its	PRON
ajst-14947	13	2	application	application	NOUN
ajst-14947	13	3	in	in	ADP
ajst-14947	13	4	sports	sport	NOUN
ajst-14947	13	5	,	,	PUNCT
ajst-14947	13	6	particularly	particularly	ADV
ajst-14947	13	7	in	in	ADP
ajst-14947	13	8	motion	motion	NOUN
ajst-14947	13	9	analysis	analysis	NOUN
ajst-14947	13	10	and	and	CCONJ
ajst-14947	13	11	athlete	athlete	NOUN
ajst-14947	13	12	performance	performance	NOUN
ajst-14947	13	13	optimization	optimization	NOUN
ajst-14947	13	14	,	,	PUNCT
ajst-14947	13	15	has	have	AUX
ajst-14947	13	16	been	be	AUX
ajst-14947	13	17	gaining	gain	VERB
ajst-14947	13	18	traction	traction	NOUN
ajst-14947	13	19	[	[	X
ajst-14947	13	20	2	2	NUM
ajst-14947	13	21	]	]	PUNCT
ajst-14947	13	22	.	.	PUNCT
ajst-14947	14	1	however	however	ADV
ajst-14947	14	2	,	,	PUNCT
ajst-14947	14	3	its	its	PRON
ajst-14947	14	4	potential	potential	NOUN
ajst-14947	14	5	in	in	ADP
ajst-14947	14	6	the	the	DET
ajst-14947	14	7	specific	specific	ADJ
ajst-14947	14	8	domain	domain	NOUN
ajst-14947	14	9	of	of	ADP
ajst-14947	14	10	baseball	baseball	NOUN
ajst-14947	14	11	action	action	NOUN
ajst-14947	14	12	classification	classification	NOUN
ajst-14947	14	13	remains	remain	VERB
ajst-14947	14	14	relatively	relatively	ADV
ajst-14947	14	15	unexplored	unexplored	ADJ
ajst-14947	14	16	.	.	PUNCT
ajst-14947	15	1	this	this	DET
ajst-14947	15	2	paper	paper	NOUN
ajst-14947	15	3	aims	aim	VERB
ajst-14947	15	4	to	to	PART
ajst-14947	15	5	bridge	bridge	VERB
ajst-14947	15	6	this	this	DET
ajst-14947	15	7	gap	gap	NOUN
ajst-14947	15	8	by	by	ADP
ajst-14947	15	9	implementing	implement	VERB
ajst-14947	15	10	and	and	CCONJ
ajst-14947	15	11	evaluating	evaluate	VERB
ajst-14947	15	12	a	a	DET
ajst-14947	15	13	system	system	NOUN
ajst-14947	15	14	based	base	VERB
ajst-14947	15	15	on	on	ADP
ajst-14947	15	16	openpose	openpose	NUM
ajst-14947	15	17	for	for	ADP
ajst-14947	15	18	the	the	DET
ajst-14947	15	19	precise	precise	ADJ
ajst-14947	15	20	classification	classification	NOUN
ajst-14947	15	21	of	of	ADP
ajst-14947	15	22	baseball	baseball	NOUN
ajst-14947	15	23	actions	action	NOUN
ajst-14947	15	24	such	such	ADJ
ajst-14947	15	25	as	as	ADP
ajst-14947	15	26	pitching	pitching	NOUN
ajst-14947	15	27	,	,	PUNCT
ajst-14947	15	28	batting	batting	NOUN
ajst-14947	15	29	,	,	PUNCT
ajst-14947	15	30	fielding	fielding	NOUN
ajst-14947	15	31	,	,	PUNCT
ajst-14947	15	32	and	and	CCONJ
ajst-14947	15	33	base	base	NOUN
ajst-14947	15	34	running	running	NOUN
ajst-14947	15	35	.	.	PUNCT
ajst-14947	16	1	the	the	DET
ajst-14947	16	2	significance	significance	NOUN
ajst-14947	16	3	of	of	ADP
ajst-14947	16	4	this	this	DET
ajst-14947	16	5	study	study	NOUN
ajst-14947	16	6	lies	lie	VERB
ajst-14947	16	7	in	in	ADP
ajst-14947	16	8	its	its	PRON
ajst-14947	16	9	potential	potential	NOUN
ajst-14947	16	10	to	to	PART
ajst-14947	16	11	provide	provide	VERB
ajst-14947	16	12	coaches	coach	NOUN
ajst-14947	16	13	and	and	CCONJ
ajst-14947	16	14	analysts	analyst	NOUN
ajst-14947	16	15	with	with	ADP
ajst-14947	16	16	a	a	DET
ajst-14947	16	17	tool	tool	NOUN
ajst-14947	16	18	for	for	ADP
ajst-14947	16	19	detailed	detailed	ADJ
ajst-14947	16	20	biomechanical	biomechanical	ADJ
ajst-14947	16	21	analysis	analysis	NOUN
ajst-14947	16	22	,	,	PUNCT
ajst-14947	16	23	injury	injury	NOUN
ajst-14947	16	24	prevention	prevention	NOUN
ajst-14947	16	25	,	,	PUNCT
ajst-14947	16	26	and	and	CCONJ
ajst-14947	16	27	skill	skill	NOUN
ajst-14947	16	28	enhancement	enhancement	NOUN
ajst-14947	16	29	strategies	strategy	NOUN
ajst-14947	16	30	.	.	PUNCT
ajst-14947	17	1	by	by	ADP
ajst-14947	17	2	accurately	accurately	ADV
ajst-14947	17	3	classifying	classify	VERB
ajst-14947	17	4	and	and	CCONJ
ajst-14947	17	5	analyzing	analyze	VERB
ajst-14947	17	6	each	each	DET
ajst-14947	17	7	action	action	NOUN
ajst-14947	17	8	,	,	PUNCT
ajst-14947	17	9	it	it	PRON
ajst-14947	17	10	is	be	AUX
ajst-14947	17	11	possible	possible	ADJ
ajst-14947	17	12	to	to	PART
ajst-14947	17	13	gain	gain	VERB
ajst-14947	17	14	insights	insight	NOUN
ajst-14947	17	15	into	into	ADP
ajst-14947	17	16	the	the	DET
ajst-14947	17	17	efficiency	efficiency	NOUN
ajst-14947	17	18	,	,	PUNCT
ajst-14947	17	19	risk	risk	NOUN
ajst-14947	17	20	factors	factor	NOUN
ajst-14947	17	21	,	,	PUNCT
ajst-14947	17	22	and	and	CCONJ
ajst-14947	17	23	improvement	improvement	NOUN
ajst-14947	17	24	areas	area	NOUN
ajst-14947	17	25	for	for	ADP
ajst-14947	17	26	players	player	NOUN
ajst-14947	17	27	[	[	X
ajst-14947	17	28	3	3	NUM
ajst-14947	17	29	]	]	PUNCT
ajst-14947	17	30	.	.	PUNCT
ajst-14947	18	1	moreover	moreover	ADV
ajst-14947	18	2	,	,	PUNCT
ajst-14947	18	3	this	this	DET
ajst-14947	18	4	research	research	NOUN
ajst-14947	18	5	contributes	contribute	VERB
ajst-14947	18	6	to	to	ADP
ajst-14947	18	7	the	the	DET
ajst-14947	18	8	broader	broad	ADJ
ajst-14947	18	9	field	field	NOUN
ajst-14947	18	10	of	of	ADP
ajst-14947	18	11	sports	sport	NOUN
ajst-14947	18	12	technology	technology	NOUN
ajst-14947	18	13	by	by	ADP
ajst-14947	18	14	demonstrating	demonstrate	VERB
ajst-14947	18	15	the	the	DET
ajst-14947	18	16	practical	practical	ADJ
ajst-14947	18	17	application	application	NOUN
ajst-14947	18	18	of	of	ADP
ajst-14947	18	19	pose	pose	NOUN
ajst-14947	18	20	estimation	estimation	NOUN
ajst-14947	18	21	techniques	technique	NOUN
ajst-14947	18	22	in	in	ADP
ajst-14947	18	23	a	a	DET
ajst-14947	18	24	specific	specific	ADJ
ajst-14947	18	25	sports	sport	NOUN
ajst-14947	18	26	context	context	NOUN
ajst-14947	18	27	.	.	PUNCT
ajst-14947	19	1	this	this	DET
ajst-14947	19	2	paper	paper	NOUN
ajst-14947	19	3	begins	begin	VERB
ajst-14947	19	4	with	with	ADP
ajst-14947	19	5	a	a	DET
ajst-14947	19	6	comprehensive	comprehensive	ADJ
ajst-14947	19	7	review	review	NOUN
ajst-14947	19	8	of	of	ADP
ajst-14947	19	9	the	the	DET
ajst-14947	19	10	existing	exist	VERB
ajst-14947	19	11	literature	literature	NOUN
ajst-14947	19	12	on	on	ADP
ajst-14947	19	13	openpose	openpose	PROPN
ajst-14947	19	14	and	and	CCONJ
ajst-14947	19	15	its	its	PRON
ajst-14947	19	16	applications	application	NOUN
ajst-14947	19	17	in	in	ADP
ajst-14947	19	18	sports	sport	NOUN
ajst-14947	19	19	motion	motion	NOUN
ajst-14947	19	20	analysis	analysis	NOUN
ajst-14947	19	21	,	,	PUNCT
ajst-14947	19	22	followed	follow	VERB
ajst-14947	19	23	by	by	ADP
ajst-14947	19	24	an	an	DET
ajst-14947	19	25	in	in	ADP
ajst-14947	19	26	-	-	PUNCT
ajst-14947	19	27	depth	depth	NOUN
ajst-14947	19	28	discussion	discussion	NOUN
ajst-14947	19	29	on	on	ADP
ajst-14947	19	30	the	the	DET
ajst-14947	19	31	methodology	methodology	NOUN
ajst-14947	19	32	adopted	adopt	VERB
ajst-14947	19	33	for	for	ADP
ajst-14947	19	34	classifying	classify	VERB
ajst-14947	19	35	baseball	baseball	NOUN
ajst-14947	19	36	actions	action	NOUN
ajst-14947	19	37	.	.	PUNCT
ajst-14947	20	1	subsequent	subsequent	ADJ
ajst-14947	20	2	sections	section	NOUN
ajst-14947	20	3	present	present	VERB
ajst-14947	20	4	the	the	DET
ajst-14947	20	5	experimental	experimental	ADJ
ajst-14947	20	6	setup	setup	NOUN
ajst-14947	20	7	,	,	PUNCT
ajst-14947	20	8	results	result	NOUN
ajst-14947	20	9	,	,	PUNCT
ajst-14947	20	10	and	and	CCONJ
ajst-14947	20	11	a	a	DET
ajst-14947	20	12	discussion	discussion	NOUN
ajst-14947	20	13	of	of	ADP
ajst-14947	20	14	the	the	DET
ajst-14947	20	15	findings	finding	NOUN
ajst-14947	20	16	.	.	PUNCT
ajst-14947	21	1	the	the	DET
ajst-14947	21	2	conclusion	conclusion	NOUN
ajst-14947	21	3	highlights	highlight	VERB
ajst-14947	21	4	the	the	DET
ajst-14947	21	5	key	key	ADJ
ajst-14947	21	6	contributions	contribution	NOUN
ajst-14947	21	7	of	of	ADP
ajst-14947	21	8	the	the	DET
ajst-14947	21	9	study	study	NOUN
ajst-14947	21	10	and	and	CCONJ
ajst-14947	21	11	suggests	suggest	VERB
ajst-14947	21	12	avenues	avenue	NOUN
ajst-14947	21	13	for	for	ADP
ajst-14947	21	14	future	future	ADJ
ajst-14947	21	15	research	research	NOUN
ajst-14947	21	16	.	.	PUNCT
ajst-14947	22	1	by	by	ADP
ajst-14947	22	2	exploring	explore	VERB
ajst-14947	22	3	the	the	DET
ajst-14947	22	4	intersection	intersection	NOUN
ajst-14947	22	5	of	of	ADP
ajst-14947	22	6	advanced	advanced	ADJ
ajst-14947	22	7	pose	pose	NOUN
ajst-14947	22	8	estimation	estimation	NOUN
ajst-14947	22	9	technology	technology	NOUN
ajst-14947	22	10	and	and	CCONJ
ajst-14947	22	11	baseball	baseball	NOUN
ajst-14947	22	12	,	,	PUNCT
ajst-14947	22	13	this	this	DET
ajst-14947	22	14	research	research	NOUN
ajst-14947	22	15	endeavors	endeavor	VERB
ajst-14947	22	16	to	to	PART
ajst-14947	22	17	contribute	contribute	VERB
ajst-14947	22	18	to	to	ADP
ajst-14947	22	19	the	the	DET
ajst-14947	22	20	evolution	evolution	NOUN
ajst-14947	22	21	of	of	ADP
ajst-14947	22	22	sports	sport	NOUN
ajst-14947	22	23	analytics	analytic	NOUN
ajst-14947	22	24	,	,	PUNCT
ajst-14947	22	25	providing	provide	VERB
ajst-14947	22	26	a	a	DET
ajst-14947	22	27	novel	novel	ADJ
ajst-14947	22	28	perspective	perspective	NOUN
ajst-14947	22	29	on	on	ADP
ajst-14947	22	30	how	how	SCONJ
ajst-14947	22	31	technology	technology	NOUN
ajst-14947	22	32	can	can	AUX
ajst-14947	22	33	be	be	AUX
ajst-14947	22	34	harnessed	harness	VERB
ajst-14947	22	35	to	to	PART
ajst-14947	22	36	enrich	enrich	VERB
ajst-14947	22	37	the	the	DET
ajst-14947	22	38	understanding	understanding	NOUN
ajst-14947	22	39	and	and	CCONJ
ajst-14947	22	40	performance	performance	NOUN
ajst-14947	22	41	of	of	ADP
ajst-14947	22	42	sports	sport	NOUN
ajst-14947	22	43	.	.	PUNCT
ajst-14947	23	1	2	2	X
ajst-14947	23	2	.	.	X
ajst-14947	23	3	theoretical	theoretical	ADJ
ajst-14947	23	4	background	background	NOUN
ajst-14947	23	5	2.1	2.1	NUM
ajst-14947	23	6	.	.	PUNCT
ajst-14947	24	1	openpose	openpose	PROPN
ajst-14947	24	2	technology	technology	PROPN
ajst-14947	24	3	overview	overview	NOUN
ajst-14947	24	4	openpose	openpose	NOUN
ajst-14947	24	5	represents	represent	VERB
ajst-14947	24	6	a	a	DET
ajst-14947	24	7	significant	significant	ADJ
ajst-14947	24	8	breakthrough	breakthrough	NOUN
ajst-14947	24	9	in	in	ADP
ajst-14947	24	10	computer	computer	NOUN
ajst-14947	24	11	vision	vision	NOUN
ajst-14947	24	12	and	and	CCONJ
ajst-14947	24	13	pose	pose	NOUN
ajst-14947	24	14	estimation	estimation	NOUN
ajst-14947	24	15	technologies	technology	NOUN
ajst-14947	24	16	.	.	PUNCT
ajst-14947	25	1	developed	develop	VERB
ajst-14947	25	2	by	by	ADP
ajst-14947	25	3	the	the	DET
ajst-14947	25	4	carnegie	carnegie	NOUN
ajst-14947	25	5	mellon	mellon	PROPN
ajst-14947	25	6	perceptual	perceptual	PROPN
ajst-14947	25	7	computing	compute	VERB
ajst-14947	25	8	lab	lab	NOUN
ajst-14947	25	9	,	,	PUNCT
ajst-14947	25	10	it	it	PRON
ajst-14947	25	11	is	be	AUX
ajst-14947	25	12	one	one	NUM
ajst-14947	25	13	of	of	ADP
ajst-14947	25	14	the	the	DET
ajst-14947	25	15	first	first	ADJ
ajst-14947	25	16	open	open	ADJ
ajst-14947	25	17	-	-	PUNCT
ajst-14947	25	18	source	source	NOUN
ajst-14947	25	19	real	real	ADJ
ajst-14947	25	20	-	-	PUNCT
ajst-14947	25	21	time	time	NOUN
ajst-14947	25	22	systems	system	NOUN
ajst-14947	25	23	capable	capable	ADJ
ajst-14947	25	24	of	of	ADP
ajst-14947	25	25	detecting	detect	VERB
ajst-14947	25	26	human	human	ADJ
ajst-14947	25	27	body	body	NOUN
ajst-14947	25	28	,	,	PUNCT
ajst-14947	25	29	hand	hand	NOUN
ajst-14947	25	30	,	,	PUNCT
ajst-14947	25	31	face	face	NOUN
ajst-14947	25	32	,	,	PUNCT
ajst-14947	25	33	and	and	CCONJ
ajst-14947	25	34	foot	foot	NOUN
ajst-14947	25	35	keypoints	keypoint	NOUN
ajst-14947	25	36	.	.	PUNCT
ajst-14947	26	1	the	the	DET
ajst-14947	26	2	system	system	NOUN
ajst-14947	26	3	utilizes	utilize	VERB
ajst-14947	26	4	convolutional	convolutional	ADJ
ajst-14947	26	5	neural	neural	ADJ
ajst-14947	26	6	networks	network	NOUN
ajst-14947	26	7	(	(	PUNCT
ajst-14947	26	8	cnns	cnns	PROPN
ajst-14947	26	9	)	)	PUNCT
ajst-14947	26	10	,	,	PUNCT
ajst-14947	26	11	a	a	DET
ajst-14947	26	12	class	class	NOUN
ajst-14947	26	13	of	of	ADP
ajst-14947	26	14	deep	deep	ADJ
ajst-14947	26	15	neural	neural	ADJ
ajst-14947	26	16	networks	network	NOUN
ajst-14947	26	17	,	,	PUNCT
ajst-14947	26	18	predominantly	predominantly	ADV
ajst-14947	26	19	used	use	VERB
ajst-14947	26	20	in	in	ADP
ajst-14947	26	21	analyzing	analyze	VERB
ajst-14947	26	22	visual	visual	ADJ
ajst-14947	26	23	imagery	imagery	NOUN
ajst-14947	26	24	.	.	PUNCT
ajst-14947	27	1	openpose	openpose	PROPN
ajst-14947	27	2	's	's	PART
ajst-14947	27	3	architecture	architecture	NOUN
ajst-14947	27	4	is	be	AUX
ajst-14947	27	5	designed	design	VERB
ajst-14947	27	6	to	to	PART
ajst-14947	27	7	work	work	VERB
ajst-14947	27	8	in	in	ADP
ajst-14947	27	9	two	two	NUM
ajst-14947	27	10	stages	stage	NOUN
ajst-14947	27	11	:	:	PUNCT
ajst-14947	27	12	first	first	ADV
ajst-14947	27	13	,	,	PUNCT
ajst-14947	27	14	it	it	PRON
ajst-14947	27	15	predicts	predict	VERB
ajst-14947	27	16	the	the	DET
ajst-14947	27	17	body	body	NOUN
ajst-14947	27	18	parts	part	NOUN
ajst-14947	27	19	'	'	PART
ajst-14947	27	20	locations	location	NOUN
ajst-14947	27	21	and	and	CCONJ
ajst-14947	27	22	then	then	ADV
ajst-14947	27	23	assembles	assemble	VERB
ajst-14947	27	24	these	these	DET
ajst-14947	27	25	parts	part	NOUN
ajst-14947	27	26	into	into	ADP
ajst-14947	27	27	a	a	DET
ajst-14947	27	28	full	full	ADJ
ajst-14947	27	29	-	-	PUNCT
ajst-14947	27	30	body	body	NOUN
ajst-14947	27	31	structure	structure	NOUN
ajst-14947	27	32	of	of	ADP
ajst-14947	27	33	key	key	ADJ
ajst-14947	27	34	points	point	NOUN
ajst-14947	27	35	[	[	X
ajst-14947	27	36	4	4	NUM
ajst-14947	27	37	]	]	PUNCT
ajst-14947	27	38	.	.	PUNCT
ajst-14947	28	1	this	this	DET
ajst-14947	28	2	approach	approach	NOUN
ajst-14947	28	3	allows	allow	VERB
ajst-14947	28	4	for	for	ADP
ajst-14947	28	5	the	the	DET
ajst-14947	28	6	efficient	efficient	ADJ
ajst-14947	28	7	and	and	CCONJ
ajst-14947	28	8	accurate	accurate	ADJ
ajst-14947	28	9	identification	identification	NOUN
ajst-14947	28	10	of	of	ADP
ajst-14947	28	11	human	human	ADJ
ajst-14947	28	12	poses	pose	NOUN
ajst-14947	28	13	in	in	ADP
ajst-14947	28	14	real	real	ADJ
ajst-14947	28	15	-	-	PUNCT
ajst-14947	28	16	time	time	NOUN
ajst-14947	28	17	,	,	PUNCT
ajst-14947	28	18	even	even	ADV
ajst-14947	28	19	in	in	ADP
ajst-14947	28	20	complex	complex	ADJ
ajst-14947	28	21	scenarios	scenario	NOUN
ajst-14947	28	22	with	with	ADP
ajst-14947	28	23	multiple	multiple	ADJ
ajst-14947	28	24	individuals	individual	NOUN
ajst-14947	28	25	.	.	PUNCT
ajst-14947	29	1	2.2	2.2	NUM
ajst-14947	29	2	.	.	PUNCT
ajst-14947	29	3	application	application	NOUN
ajst-14947	29	4	of	of	ADP
ajst-14947	29	5	openpose	openpose	PRON
ajst-14947	29	6	in	in	ADP
ajst-14947	29	7	sports	sport	NOUN
ajst-14947	29	8	analytics	analytic	NOUN
ajst-14947	29	9	the	the	DET
ajst-14947	29	10	application	application	NOUN
ajst-14947	29	11	of	of	ADP
ajst-14947	29	12	openpose	openpose	PRON
ajst-14947	29	13	in	in	ADP
ajst-14947	29	14	sports	sport	NOUN
ajst-14947	29	15	analytics	analytic	NOUN
ajst-14947	29	16	is	be	AUX
ajst-14947	29	17	grounded	ground	VERB
ajst-14947	29	18	in	in	ADP
ajst-14947	29	19	its	its	PRON
ajst-14947	29	20	ability	ability	NOUN
ajst-14947	29	21	to	to	PART
ajst-14947	29	22	provide	provide	VERB
ajst-14947	29	23	detailed	detailed	ADJ
ajst-14947	29	24	biomechanical	biomechanical	ADJ
ajst-14947	29	25	analysis	analysis	NOUN
ajst-14947	29	26	.	.	PUNCT
ajst-14947	30	1	in	in	ADP
ajst-14947	30	2	sports	sport	NOUN
ajst-14947	30	3	,	,	PUNCT
ajst-14947	30	4	understanding	understand	VERB
ajst-14947	30	5	an	an	DET
ajst-14947	30	6	athlete	athlete	NOUN
ajst-14947	30	7	's	's	PART
ajst-14947	30	8	body	body	NOUN
ajst-14947	30	9	movement	movement	NOUN
ajst-14947	30	10	is	be	AUX
ajst-14947	30	11	crucial	crucial	ADJ
ajst-14947	30	12	for	for	ADP
ajst-14947	30	13	performance	performance	NOUN
ajst-14947	30	14	enhancement	enhancement	NOUN
ajst-14947	30	15	and	and	CCONJ
ajst-14947	30	16	injury	injury	NOUN
ajst-14947	30	17	prevention	prevention	NOUN
ajst-14947	30	18	.	.	PUNCT
ajst-14947	31	1	openpose	openpose	PROPN
ajst-14947	31	2	's	's	PART
ajst-14947	31	3	granular	granular	ADJ
ajst-14947	31	4	detection	detection	NOUN
ajst-14947	31	5	of	of	ADP
ajst-14947	31	6	body	body	NOUN
ajst-14947	31	7	keypoints	keypoint	NOUN
ajst-14947	31	8	allows	allow	VERB
ajst-14947	31	9	coaches	coach	NOUN
ajst-14947	31	10	and	and	CCONJ
ajst-14947	31	11	sports	sport	NOUN
ajst-14947	31	12	scientists	scientist	NOUN
ajst-14947	31	13	to	to	PART
ajst-14947	31	14	analyze	analyze	VERB
ajst-14947	31	15	the	the	DET
ajst-14947	31	16	posture	posture	NOUN
ajst-14947	31	17	and	and	CCONJ
ajst-14947	31	18	alignment	alignment	NOUN
ajst-14947	31	19	of	of	ADP
ajst-14947	31	20	athletes	athlete	NOUN
ajst-14947	31	21	during	during	ADP
ajst-14947	31	22	training	training	NOUN
ajst-14947	31	23	and	and	CCONJ
ajst-14947	31	24	competition	competition	NOUN
ajst-14947	31	25	[	[	X
ajst-14947	31	26	5	5	X
ajst-14947	31	27	]	]	X
ajst-14947	31	28	[	[	X
ajst-14947	31	29	6	6	NUM
ajst-14947	31	30	]	]	PUNCT
ajst-14947	31	31	.	.	PUNCT
ajst-14947	32	1	this	this	DET
ajst-14947	32	2	information	information	NOUN
ajst-14947	32	3	can	can	AUX
ajst-14947	32	4	be	be	AUX
ajst-14947	32	5	used	use	VERB
ajst-14947	32	6	to	to	PART
ajst-14947	32	7	correct	correct	VERB
ajst-14947	32	8	form	form	NOUN
ajst-14947	32	9	,	,	PUNCT
ajst-14947	32	10	optimize	optimize	NOUN
ajst-14947	32	11	performance	performance	NOUN
ajst-14947	32	12	,	,	PUNCT
ajst-14947	32	13	and	and	CCONJ
ajst-14947	32	14	minimize	minimize	VERB
ajst-14947	32	15	the	the	DET
ajst-14947	32	16	risk	risk	NOUN
ajst-14947	32	17	of	of	ADP
ajst-14947	32	18	injury	injury	NOUN
ajst-14947	32	19	.	.	PUNCT
ajst-14947	33	1	the	the	DET
ajst-14947	33	2	technology	technology	NOUN
ajst-14947	33	3	has	have	AUX
ajst-14947	33	4	been	be	AUX
ajst-14947	33	5	successfully	successfully	ADV
ajst-14947	33	6	applied	apply	VERB
ajst-14947	33	7	in	in	ADP
ajst-14947	33	8	various	various	ADJ
ajst-14947	33	9	sports	sport	NOUN
ajst-14947	33	10	,	,	PUNCT
ajst-14947	33	11	including	include	VERB
ajst-14947	33	12	basketball	basketball	NOUN
ajst-14947	33	13	,	,	PUNCT
ajst-14947	33	14	gymnastics	gymnastic	NOUN
ajst-14947	33	15	,	,	PUNCT
ajst-14947	33	16	and	and	CCONJ
ajst-14947	33	17	athletics	athletic	NOUN
ajst-14947	33	18	,	,	PUNCT
ajst-14947	33	19	for	for	ADP
ajst-14947	33	20	motion	motion	NOUN
ajst-14947	33	21	analysis	analysis	NOUN
ajst-14947	33	22	and	and	CCONJ
ajst-14947	33	23	performance	performance	NOUN
ajst-14947	33	24	optimization	optimization	NOUN
ajst-14947	33	25	.	.	PUNCT
ajst-14947	34	1	63	63	NUM
ajst-14947	34	2	2.3	2.3	NUM
ajst-14947	34	3	.	.	PUNCT
ajst-14947	35	1	relevance	relevance	NOUN
ajst-14947	35	2	to	to	ADP
ajst-14947	35	3	baseball	baseball	NOUN
ajst-14947	35	4	baseball	baseball	NOUN
ajst-14947	35	5	is	be	AUX
ajst-14947	35	6	a	a	DET
ajst-14947	35	7	sport	sport	NOUN
ajst-14947	35	8	that	that	PRON
ajst-14947	35	9	involves	involve	VERB
ajst-14947	35	10	a	a	DET
ajst-14947	35	11	wide	wide	ADJ
ajst-14947	35	12	range	range	NOUN
ajst-14947	35	13	of	of	ADP
ajst-14947	35	14	dynamic	dynamic	ADJ
ajst-14947	35	15	and	and	CCONJ
ajst-14947	35	16	complex	complex	ADJ
ajst-14947	35	17	movements	movement	NOUN
ajst-14947	35	18	.	.	PUNCT
ajst-14947	36	1	each	each	DET
ajst-14947	36	2	action	action	NOUN
ajst-14947	36	3	in	in	ADP
ajst-14947	36	4	baseball	baseball	NOUN
ajst-14947	36	5	,	,	PUNCT
ajst-14947	36	6	from	from	ADP
ajst-14947	36	7	pitching	pitch	VERB
ajst-14947	36	8	to	to	ADP
ajst-14947	36	9	batting	batting	NOUN
ajst-14947	36	10	and	and	CCONJ
ajst-14947	36	11	fielding	fielding	NOUN
ajst-14947	36	12	,	,	PUNCT
ajst-14947	36	13	involves	involve	VERB
ajst-14947	36	14	intricate	intricate	ADJ
ajst-14947	36	15	biomechanics	biomechanic	NOUN
ajst-14947	36	16	.	.	PUNCT
ajst-14947	37	1	traditional	traditional	ADJ
ajst-14947	37	2	methods	method	NOUN
ajst-14947	37	3	of	of	ADP
ajst-14947	37	4	motion	motion	NOUN
ajst-14947	37	5	analysis	analysis	NOUN
ajst-14947	37	6	in	in	ADP
ajst-14947	37	7	baseball	baseball	NOUN
ajst-14947	37	8	have	have	AUX
ajst-14947	37	9	relied	rely	VERB
ajst-14947	37	10	heavily	heavily	ADV
ajst-14947	37	11	on	on	ADP
ajst-14947	37	12	manual	manual	ADJ
ajst-14947	37	13	observation	observation	NOUN
ajst-14947	37	14	and	and	CCONJ
ajst-14947	37	15	basic	basic	ADJ
ajst-14947	37	16	video	video	NOUN
ajst-14947	37	17	analysis	analysis	NOUN
ajst-14947	37	18	[	[	X
ajst-14947	37	19	7	7	NUM
ajst-14947	37	20	]	]	PUNCT
ajst-14947	37	21	.	.	PUNCT
ajst-14947	38	1	however	however	ADV
ajst-14947	38	2	,	,	PUNCT
ajst-14947	38	3	these	these	DET
ajst-14947	38	4	methods	method	NOUN
ajst-14947	38	5	lack	lack	VERB
ajst-14947	38	6	the	the	DET
ajst-14947	38	7	precision	precision	NOUN
ajst-14947	38	8	and	and	CCONJ
ajst-14947	38	9	depth	depth	NOUN
ajst-14947	38	10	that	that	PRON
ajst-14947	38	11	advanced	advanced	ADJ
ajst-14947	38	12	technologies	technology	NOUN
ajst-14947	38	13	like	like	ADP
ajst-14947	38	14	openpose	openpose	NOUN
ajst-14947	38	15	offer	offer	VERB
ajst-14947	38	16	[	[	X
ajst-14947	38	17	8	8	NUM
ajst-14947	38	18	]	]	X
ajst-14947	39	1	[	[	X
ajst-14947	39	2	9	9	NUM
ajst-14947	39	3	]	]	PUNCT
ajst-14947	39	4	.	.	PUNCT
ajst-14947	40	1	by	by	ADP
ajst-14947	40	2	applying	apply	VERB
ajst-14947	40	3	openpose	openpose	PRON
ajst-14947	40	4	to	to	ADP
ajst-14947	40	5	baseball	baseball	NOUN
ajst-14947	40	6	,	,	PUNCT
ajst-14947	40	7	it	it	PRON
ajst-14947	40	8	is	be	AUX
ajst-14947	40	9	possible	possible	ADJ
ajst-14947	40	10	to	to	PART
ajst-14947	40	11	obtain	obtain	VERB
ajst-14947	40	12	a	a	DET
ajst-14947	40	13	detailed	detailed	ADJ
ajst-14947	40	14	analysis	analysis	NOUN
ajst-14947	40	15	of	of	ADP
ajst-14947	40	16	players	player	NOUN
ajst-14947	40	17	'	'	PART
ajst-14947	40	18	movements	movement	NOUN
ajst-14947	40	19	during	during	ADP
ajst-14947	40	20	different	different	ADJ
ajst-14947	40	21	phases	phase	NOUN
ajst-14947	40	22	of	of	ADP
ajst-14947	40	23	the	the	DET
ajst-14947	40	24	game	game	NOUN
ajst-14947	40	25	.	.	PUNCT
ajst-14947	41	1	this	this	DET
ajst-14947	41	2	analysis	analysis	NOUN
ajst-14947	41	3	can	can	AUX
ajst-14947	41	4	lead	lead	VERB
ajst-14947	41	5	to	to	ADP
ajst-14947	41	6	insights	insight	NOUN
ajst-14947	41	7	on	on	ADP
ajst-14947	41	8	improving	improve	VERB
ajst-14947	41	9	technique	technique	NOUN
ajst-14947	41	10	,	,	PUNCT
ajst-14947	41	11	preventing	prevent	VERB
ajst-14947	41	12	injuries	injury	NOUN
ajst-14947	41	13	,	,	PUNCT
ajst-14947	41	14	and	and	CCONJ
ajst-14947	41	15	overall	overall	ADJ
ajst-14947	41	16	player	player	NOUN
ajst-14947	41	17	development	development	NOUN
ajst-14947	41	18	.	.	PUNCT
ajst-14947	42	1	2.4	2.4	NUM
ajst-14947	42	2	.	.	PUNCT
ajst-14947	43	1	existing	exist	VERB
ajst-14947	43	2	research	research	NOUN
ajst-14947	43	3	and	and	CCONJ
ajst-14947	43	4	gap	gap	NOUN
ajst-14947	43	5	identification	identification	NOUN
ajst-14947	43	6	while	while	SCONJ
ajst-14947	43	7	openpose	openpose	PROPN
ajst-14947	43	8	has	have	AUX
ajst-14947	43	9	been	be	AUX
ajst-14947	43	10	applied	apply	VERB
ajst-14947	43	11	in	in	ADP
ajst-14947	43	12	various	various	ADJ
ajst-14947	43	13	sports	sport	NOUN
ajst-14947	43	14	,	,	PUNCT
ajst-14947	43	15	its	its	PRON
ajst-14947	43	16	use	use	NOUN
ajst-14947	43	17	in	in	ADP
ajst-14947	43	18	baseball	baseball	NOUN
ajst-14947	43	19	action	action	NOUN
ajst-14947	43	20	classification	classification	NOUN
ajst-14947	43	21	is	be	AUX
ajst-14947	43	22	still	still	ADV
ajst-14947	43	23	in	in	ADP
ajst-14947	43	24	nascent	nascent	ADJ
ajst-14947	43	25	stages	stage	NOUN
ajst-14947	43	26	.	.	PUNCT
ajst-14947	44	1	most	most	ADJ
ajst-14947	44	2	existing	exist	VERB
ajst-14947	44	3	studies	study	NOUN
ajst-14947	44	4	have	have	AUX
ajst-14947	44	5	focused	focus	VERB
ajst-14947	44	6	on	on	ADP
ajst-14947	44	7	generic	generic	ADJ
ajst-14947	44	8	motion	motion	NOUN
ajst-14947	44	9	analysis	analysis	NOUN
ajst-14947	44	10	or	or	CCONJ
ajst-14947	44	11	have	have	AUX
ajst-14947	44	12	been	be	AUX
ajst-14947	44	13	confined	confine	VERB
ajst-14947	44	14	to	to	ADP
ajst-14947	44	15	other	other	ADJ
ajst-14947	44	16	sports	sport	NOUN
ajst-14947	44	17	.	.	PUNCT
ajst-14947	45	1	there	there	PRON
ajst-14947	45	2	is	be	VERB
ajst-14947	45	3	a	a	DET
ajst-14947	45	4	substantial	substantial	ADJ
ajst-14947	45	5	gap	gap	NOUN
ajst-14947	45	6	in	in	ADP
ajst-14947	45	7	research	research	NOUN
ajst-14947	45	8	specifically	specifically	ADV
ajst-14947	45	9	targeting	target	VERB
ajst-14947	45	10	the	the	DET
ajst-14947	45	11	application	application	NOUN
ajst-14947	45	12	of	of	ADP
ajst-14947	45	13	openpose	openpose	PRON
ajst-14947	45	14	in	in	ADP
ajst-14947	45	15	the	the	DET
ajst-14947	45	16	classification	classification	NOUN
ajst-14947	45	17	and	and	CCONJ
ajst-14947	45	18	analysis	analysis	NOUN
ajst-14947	45	19	of	of	ADP
ajst-14947	45	20	baseball	baseball	NOUN
ajst-14947	45	21	actions	action	NOUN
ajst-14947	45	22	.	.	PUNCT
ajst-14947	46	1	this	this	DET
ajst-14947	46	2	research	research	NOUN
ajst-14947	46	3	aims	aim	VERB
ajst-14947	46	4	to	to	PART
ajst-14947	46	5	fill	fill	VERB
ajst-14947	46	6	this	this	DET
ajst-14947	46	7	gap	gap	NOUN
ajst-14947	46	8	by	by	ADP
ajst-14947	46	9	not	not	PART
ajst-14947	46	10	only	only	ADV
ajst-14947	46	11	applying	apply	VERB
ajst-14947	46	12	openpose	openpose	PRON
ajst-14947	46	13	to	to	ADP
ajst-14947	46	14	baseball	baseball	NOUN
ajst-14947	46	15	but	but	CCONJ
ajst-14947	46	16	also	also	ADV
ajst-14947	46	17	by	by	ADP
ajst-14947	46	18	tailoring	tailor	VERB
ajst-14947	46	19	the	the	DET
ajst-14947	46	20	classification	classification	NOUN
ajst-14947	46	21	process	process	NOUN
ajst-14947	46	22	to	to	ADP
ajst-14947	46	23	the	the	DET
ajst-14947	46	24	unique	unique	ADJ
ajst-14947	46	25	demands	demand	NOUN
ajst-14947	46	26	and	and	CCONJ
ajst-14947	46	27	actions	action	NOUN
ajst-14947	46	28	of	of	ADP
ajst-14947	46	29	the	the	DET
ajst-14947	46	30	sport	sport	NOUN
ajst-14947	46	31	.	.	PUNCT
ajst-14947	47	1	3	3	X
ajst-14947	47	2	.	.	X
ajst-14947	47	3	methodology	methodology	NOUN
ajst-14947	47	4	3.1	3.1	NUM
ajst-14947	47	5	.	.	PUNCT
ajst-14947	47	6	data	datum	NOUN
ajst-14947	47	7	collection	collection	NOUN
ajst-14947	47	8	and	and	CCONJ
ajst-14947	47	9	preparation	preparation	NOUN
ajst-14947	47	10	the	the	DET
ajst-14947	47	11	first	first	ADJ
ajst-14947	47	12	step	step	NOUN
ajst-14947	47	13	in	in	ADP
ajst-14947	47	14	our	our	PRON
ajst-14947	47	15	methodology	methodology	NOUN
ajst-14947	47	16	involves	involve	VERB
ajst-14947	47	17	the	the	DET
ajst-14947	47	18	collection	collection	NOUN
ajst-14947	47	19	of	of	ADP
ajst-14947	47	20	a	a	DET
ajst-14947	47	21	comprehensive	comprehensive	ADJ
ajst-14947	47	22	dataset	dataset	NOUN
ajst-14947	47	23	of	of	ADP
ajst-14947	47	24	baseball	baseball	NOUN
ajst-14947	47	25	actions	action	NOUN
ajst-14947	47	26	.	.	PUNCT
ajst-14947	48	1	this	this	DET
ajst-14947	48	2	dataset	dataset	NOUN
ajst-14947	48	3	includes	include	VERB
ajst-14947	48	4	high	high	ADJ
ajst-14947	48	5	-	-	PUNCT
ajst-14947	48	6	resolution	resolution	NOUN
ajst-14947	48	7	videos	video	NOUN
ajst-14947	48	8	capturing	capture	VERB
ajst-14947	48	9	a	a	DET
ajst-14947	48	10	wide	wide	ADJ
ajst-14947	48	11	range	range	NOUN
ajst-14947	48	12	of	of	ADP
ajst-14947	48	13	movements	movement	NOUN
ajst-14947	48	14	such	such	ADJ
ajst-14947	48	15	as	as	ADP
ajst-14947	48	16	pitching	pitching	NOUN
ajst-14947	48	17	,	,	PUNCT
ajst-14947	48	18	batting	batting	NOUN
ajst-14947	48	19	,	,	PUNCT
ajst-14947	48	20	fielding	fielding	NOUN
ajst-14947	48	21	,	,	PUNCT
ajst-14947	48	22	and	and	CCONJ
ajst-14947	48	23	base	base	NOUN
ajst-14947	48	24	running	running	NOUN
ajst-14947	48	25	.	.	PUNCT
ajst-14947	49	1	to	to	PART
ajst-14947	49	2	ensure	ensure	VERB
ajst-14947	49	3	diversity	diversity	NOUN
ajst-14947	49	4	and	and	CCONJ
ajst-14947	49	5	generalizability	generalizability	NOUN
ajst-14947	49	6	,	,	PUNCT
ajst-14947	49	7	these	these	DET
ajst-14947	49	8	videos	video	NOUN
ajst-14947	49	9	are	be	AUX
ajst-14947	49	10	sourced	source	VERB
ajst-14947	49	11	from	from	ADP
ajst-14947	49	12	various	various	ADJ
ajst-14947	49	13	baseball	baseball	NOUN
ajst-14947	49	14	games	game	NOUN
ajst-14947	49	15	and	and	CCONJ
ajst-14947	49	16	training	training	NOUN
ajst-14947	49	17	sessions	session	NOUN
ajst-14947	49	18	,	,	PUNCT
ajst-14947	49	19	encompassing	encompass	VERB
ajst-14947	49	20	athletes	athlete	NOUN
ajst-14947	49	21	of	of	ADP
ajst-14947	49	22	different	different	ADJ
ajst-14947	49	23	skill	skill	NOUN
ajst-14947	49	24	levels	level	NOUN
ajst-14947	49	25	and	and	CCONJ
ajst-14947	49	26	physical	physical	ADJ
ajst-14947	49	27	attributes	attribute	NOUN
ajst-14947	49	28	.	.	PUNCT
ajst-14947	50	1	once	once	ADV
ajst-14947	50	2	collected	collect	VERB
ajst-14947	50	3	,	,	PUNCT
ajst-14947	50	4	the	the	DET
ajst-14947	50	5	videos	video	NOUN
ajst-14947	50	6	are	be	AUX
ajst-14947	50	7	preprocessed	preprocesse	VERB
ajst-14947	50	8	to	to	PART
ajst-14947	50	9	suit	suit	VERB
ajst-14947	50	10	the	the	DET
ajst-14947	50	11	requirements	requirement	NOUN
ajst-14947	50	12	of	of	ADP
ajst-14947	50	13	openpose	openpose	NUM
ajst-14947	50	14	.	.	PUNCT
ajst-14947	51	1	this	this	PRON
ajst-14947	51	2	involves	involve	VERB
ajst-14947	51	3	segmenting	segment	VERB
ajst-14947	51	4	the	the	DET
ajst-14947	51	5	videos	video	NOUN
ajst-14947	51	6	into	into	ADP
ajst-14947	51	7	individual	individual	ADJ
ajst-14947	51	8	actions	action	NOUN
ajst-14947	51	9	,	,	PUNCT
ajst-14947	51	10	followed	follow	VERB
ajst-14947	51	11	by	by	ADP
ajst-14947	51	12	frame	frame	NOUN
ajst-14947	51	13	-	-	PUNCT
ajst-14947	51	14	by	by	ADP
ajst-14947	51	15	-	-	PUNCT
ajst-14947	51	16	frame	frame	NOUN
ajst-14947	51	17	extraction	extraction	NOUN
ajst-14947	51	18	.	.	PUNCT
ajst-14947	52	1	each	each	DET
ajst-14947	52	2	frame	frame	NOUN
ajst-14947	52	3	is	be	AUX
ajst-14947	52	4	then	then	ADV
ajst-14947	52	5	resized	resize	VERB
ajst-14947	52	6	and	and	CCONJ
ajst-14947	52	7	normalized	normalize	VERB
ajst-14947	52	8	to	to	PART
ajst-14947	52	9	maintain	maintain	VERB
ajst-14947	52	10	consistency	consistency	NOUN
ajst-14947	52	11	and	and	CCONJ
ajst-14947	52	12	to	to	PART
ajst-14947	52	13	enhance	enhance	VERB
ajst-14947	52	14	the	the	DET
ajst-14947	52	15	pose	pose	NOUN
ajst-14947	52	16	estimation	estimation	NOUN
ajst-14947	52	17	process	process	NOUN
ajst-14947	52	18	.	.	PUNCT
ajst-14947	53	1	3.2	3.2	NUM
ajst-14947	53	2	.	.	PUNCT
ajst-14947	53	3	openpose	openpose	PROPN
ajst-14947	53	4	configuration	configuration	NOUN
ajst-14947	53	5	and	and	CCONJ
ajst-14947	53	6	pose	pose	VERB
ajst-14947	53	7	estimation	estimation	NOUN
ajst-14947	53	8	with	with	ADP
ajst-14947	53	9	the	the	DET
ajst-14947	53	10	dataset	dataset	NOUN
ajst-14947	53	11	prepared	prepare	VERB
ajst-14947	53	12	,	,	PUNCT
ajst-14947	53	13	the	the	DET
ajst-14947	53	14	next	next	ADJ
ajst-14947	53	15	step	step	NOUN
ajst-14947	53	16	involves	involve	VERB
ajst-14947	53	17	configuring	configure	VERB
ajst-14947	53	18	openpose	openpose	NOUN
ajst-14947	53	19	for	for	ADP
ajst-14947	53	20	baseball	baseball	NOUN
ajst-14947	53	21	action	action	NOUN
ajst-14947	53	22	recognition	recognition	NOUN
ajst-14947	53	23	.	.	PUNCT
ajst-14947	54	1	given	give	VERB
ajst-14947	54	2	the	the	DET
ajst-14947	54	3	complexity	complexity	NOUN
ajst-14947	54	4	and	and	CCONJ
ajst-14947	54	5	variety	variety	NOUN
ajst-14947	54	6	of	of	ADP
ajst-14947	54	7	movements	movement	NOUN
ajst-14947	54	8	in	in	ADP
ajst-14947	54	9	baseball	baseball	NOUN
ajst-14947	54	10	,	,	PUNCT
ajst-14947	54	11	the	the	DET
ajst-14947	54	12	openpose	openpose	NOUN
ajst-14947	54	13	model	model	NOUN
ajst-14947	54	14	is	be	AUX
ajst-14947	54	15	fine	fine	ADV
ajst-14947	54	16	-	-	PUNCT
ajst-14947	54	17	tuned	tune	VERB
ajst-14947	54	18	to	to	PART
ajst-14947	54	19	accurately	accurately	ADV
ajst-14947	54	20	identify	identify	VERB
ajst-14947	54	21	and	and	CCONJ
ajst-14947	54	22	track	track	VERB
ajst-14947	54	23	key	key	ADJ
ajst-14947	54	24	points	point	NOUN
ajst-14947	54	25	relevant	relevant	ADJ
ajst-14947	54	26	to	to	ADP
ajst-14947	54	27	baseball	baseball	NOUN
ajst-14947	54	28	actions	action	NOUN
ajst-14947	54	29	.	.	PUNCT
ajst-14947	55	1	this	this	PRON
ajst-14947	55	2	includes	include	VERB
ajst-14947	55	3	specific	specific	ADJ
ajst-14947	55	4	configurations	configuration	NOUN
ajst-14947	55	5	for	for	ADP
ajst-14947	55	6	detecting	detect	VERB
ajst-14947	55	7	subtle	subtle	ADJ
ajst-14947	55	8	movements	movement	NOUN
ajst-14947	55	9	,	,	PUNCT
ajst-14947	55	10	particularly	particularly	ADV
ajst-14947	55	11	in	in	ADP
ajst-14947	55	12	the	the	DET
ajst-14947	55	13	hands	hand	NOUN
ajst-14947	55	14	and	and	CCONJ
ajst-14947	55	15	feet	foot	NOUN
ajst-14947	55	16	,	,	PUNCT
ajst-14947	55	17	which	which	PRON
ajst-14947	55	18	are	be	AUX
ajst-14947	55	19	critical	critical	ADJ
ajst-14947	55	20	in	in	ADP
ajst-14947	55	21	actions	action	NOUN
ajst-14947	55	22	like	like	ADP
ajst-14947	55	23	pitching	pitch	VERB
ajst-14947	55	24	and	and	CCONJ
ajst-14947	55	25	batting	batting	NOUN
ajst-14947	55	26	.	.	PUNCT
ajst-14947	56	1	the	the	DET
ajst-14947	56	2	pose	pose	NOUN
ajst-14947	56	3	estimation	estimation	NOUN
ajst-14947	56	4	process	process	NOUN
ajst-14947	56	5	involves	involve	VERB
ajst-14947	56	6	running	run	VERB
ajst-14947	56	7	the	the	DET
ajst-14947	56	8	openpose	openpose	PROPN
ajst-14947	56	9	model	model	NOUN
ajst-14947	56	10	on	on	ADP
ajst-14947	56	11	each	each	DET
ajst-14947	56	12	frame	frame	NOUN
ajst-14947	56	13	of	of	ADP
ajst-14947	56	14	the	the	DET
ajst-14947	56	15	video	video	NOUN
ajst-14947	56	16	data	datum	NOUN
ajst-14947	56	17	.	.	PUNCT
ajst-14947	57	1	the	the	DET
ajst-14947	57	2	model	model	NOUN
ajst-14947	57	3	detects	detect	NOUN
ajst-14947	57	4	and	and	CCONJ
ajst-14947	57	5	outputs	output	VERB
ajst-14947	57	6	the	the	DET
ajst-14947	57	7	positions	position	NOUN
ajst-14947	57	8	of	of	ADP
ajst-14947	57	9	various	various	ADJ
ajst-14947	57	10	key	key	ADJ
ajst-14947	57	11	points	point	NOUN
ajst-14947	57	12	on	on	ADP
ajst-14947	57	13	the	the	DET
ajst-14947	57	14	athlete	athlete	NOUN
ajst-14947	57	15	’s	’s	PART
ajst-14947	57	16	body	body	NOUN
ajst-14947	57	17	,	,	PUNCT
ajst-14947	57	18	providing	provide	VERB
ajst-14947	57	19	a	a	DET
ajst-14947	57	20	detailed	detailed	ADJ
ajst-14947	57	21	representation	representation	NOUN
ajst-14947	57	22	of	of	ADP
ajst-14947	57	23	each	each	DET
ajst-14947	57	24	action	action	NOUN
ajst-14947	57	25	in	in	ADP
ajst-14947	57	26	the	the	DET
ajst-14947	57	27	form	form	NOUN
ajst-14947	57	28	of	of	ADP
ajst-14947	57	29	skeletal	skeletal	ADJ
ajst-14947	57	30	structures	structure	NOUN
ajst-14947	57	31	.	.	PUNCT
ajst-14947	58	1	3.3	3.3	NUM
ajst-14947	58	2	.	.	PUNCT
ajst-14947	59	1	action	action	NOUN
ajst-14947	59	2	classification	classification	NOUN
ajst-14947	59	3	algorithm	algorithm	NOUN
ajst-14947	59	4	in	in	ADP
ajst-14947	59	5	our	our	PRON
ajst-14947	59	6	methodology	methodology	NOUN
ajst-14947	59	7	,	,	PUNCT
ajst-14947	59	8	the	the	DET
ajst-14947	59	9	classification	classification	NOUN
ajst-14947	59	10	of	of	ADP
ajst-14947	59	11	baseball	baseball	NOUN
ajst-14947	59	12	actions	action	NOUN
ajst-14947	59	13	is	be	AUX
ajst-14947	59	14	accomplished	accomplish	VERB
ajst-14947	59	15	using	use	VERB
ajst-14947	59	16	a	a	DET
ajst-14947	59	17	convolutional	convolutional	ADJ
ajst-14947	59	18	neural	neural	ADJ
ajst-14947	59	19	network	network	NOUN
ajst-14947	59	20	(	(	PUNCT
ajst-14947	59	21	cnn	cnn	PROPN
ajst-14947	59	22	)	)	PUNCT
ajst-14947	59	23	.	.	PUNCT
ajst-14947	60	1	as	as	SCONJ
ajst-14947	60	2	shown	show	VERB
ajst-14947	60	3	in	in	ADP
ajst-14947	60	4	fig	fig	NOUN
ajst-14947	60	5	1	1	NUM
ajst-14947	60	6	,	,	PUNCT
ajst-14947	60	7	this	this	DET
ajst-14947	60	8	cnn	cnn	NOUN
ajst-14947	60	9	is	be	AUX
ajst-14947	60	10	specifically	specifically	ADV
ajst-14947	60	11	designed	design	VERB
ajst-14947	60	12	to	to	PART
ajst-14947	60	13	process	process	VERB
ajst-14947	60	14	the	the	DET
ajst-14947	60	15	skeletal	skeletal	ADJ
ajst-14947	60	16	data	datum	NOUN
ajst-14947	60	17	obtained	obtain	VERB
ajst-14947	60	18	from	from	ADP
ajst-14947	60	19	openpose	openpose	NUM
ajst-14947	60	20	.	.	PUNCT
ajst-14947	61	1	by	by	ADP
ajst-14947	61	2	analyzing	analyze	VERB
ajst-14947	61	3	features	feature	NOUN
ajst-14947	61	4	such	such	ADJ
ajst-14947	61	5	as	as	ADP
ajst-14947	61	6	the	the	DET
ajst-14947	61	7	position	position	NOUN
ajst-14947	61	8	,	,	PUNCT
ajst-14947	61	9	movement	movement	NOUN
ajst-14947	61	10	,	,	PUNCT
ajst-14947	61	11	and	and	CCONJ
ajst-14947	61	12	angles	angle	NOUN
ajst-14947	61	13	of	of	ADP
ajst-14947	61	14	key	key	ADJ
ajst-14947	61	15	joints	joint	NOUN
ajst-14947	61	16	,	,	PUNCT
ajst-14947	61	17	the	the	DET
ajst-14947	61	18	cnn	cnn	PROPN
ajst-14947	61	19	effectively	effectively	ADV
ajst-14947	61	20	differentiates	differentiate	VERB
ajst-14947	61	21	between	between	ADP
ajst-14947	61	22	various	various	ADJ
ajst-14947	61	23	baseball	baseball	NOUN
ajst-14947	61	24	actions	action	NOUN
ajst-14947	61	25	like	like	ADP
ajst-14947	61	26	pitching	pitch	VERB
ajst-14947	61	27	and	and	CCONJ
ajst-14947	61	28	batting	batting	NOUN
ajst-14947	61	29	.	.	PUNCT
ajst-14947	62	1	the	the	DET
ajst-14947	62	2	model	model	NOUN
ajst-14947	62	3	is	be	AUX
ajst-14947	62	4	trained	train	VERB
ajst-14947	62	5	and	and	CCONJ
ajst-14947	62	6	validated	validate	VERB
ajst-14947	62	7	on	on	ADP
ajst-14947	62	8	a	a	DET
ajst-14947	62	9	subset	subset	NOUN
ajst-14947	62	10	of	of	ADP
ajst-14947	62	11	our	our	PRON
ajst-14947	62	12	dataset	dataset	NOUN
ajst-14947	62	13	to	to	PART
ajst-14947	62	14	ensure	ensure	VERB
ajst-14947	62	15	its	its	PRON
ajst-14947	62	16	accuracy	accuracy	NOUN
ajst-14947	62	17	and	and	CCONJ
ajst-14947	62	18	robustness	robustness	NOUN
ajst-14947	62	19	in	in	ADP
ajst-14947	62	20	classifying	classify	VERB
ajst-14947	62	21	these	these	DET
ajst-14947	62	22	complex	complex	ADJ
ajst-14947	62	23	movements	movement	NOUN
ajst-14947	62	24	,	,	PUNCT
ajst-14947	62	25	making	make	VERB
ajst-14947	62	26	it	it	PRON
ajst-14947	62	27	particularly	particularly	ADV
ajst-14947	62	28	suited	suit	VERB
ajst-14947	62	29	for	for	ADP
ajst-14947	62	30	the	the	DET
ajst-14947	62	31	dynamic	dynamic	ADJ
ajst-14947	62	32	and	and	CCONJ
ajst-14947	62	33	nuanced	nuanced	ADJ
ajst-14947	62	34	nature	nature	NOUN
ajst-14947	62	35	of	of	ADP
ajst-14947	62	36	baseball	baseball	NOUN
ajst-14947	62	37	actions	action	NOUN
ajst-14947	62	38	.	.	PUNCT
ajst-14947	63	1	figure	figure	NOUN
ajst-14947	63	2	1	1	NUM
ajst-14947	63	3	.	.	PUNCT
ajst-14947	63	4	baseball	baseball	NOUN
ajst-14947	63	5	action	action	NOUN
ajst-14947	63	6	classification	classification	NOUN
ajst-14947	63	7	process	process	NOUN
ajst-14947	63	8	architecture	architecture	NOUN
ajst-14947	63	9	4	4	NUM
ajst-14947	63	10	.	.	PUNCT
ajst-14947	63	11	experiments	experiment	NOUN
ajst-14947	63	12	4.1	4.1	NUM
ajst-14947	63	13	.	.	PUNCT
ajst-14947	64	1	experimental	experimental	ADJ
ajst-14947	64	2	setup	setup	NOUN
ajst-14947	64	3	the	the	DET
ajst-14947	64	4	experiment	experiment	NOUN
ajst-14947	64	5	was	be	AUX
ajst-14947	64	6	meticulously	meticulously	ADV
ajst-14947	64	7	designed	design	VERB
ajst-14947	64	8	to	to	PART
ajst-14947	64	9	evaluate	evaluate	VERB
ajst-14947	64	10	the	the	DET
ajst-14947	64	11	performance	performance	NOUN
ajst-14947	64	12	of	of	ADP
ajst-14947	64	13	our	our	PRON
ajst-14947	64	14	convolutional	convolutional	ADJ
ajst-14947	64	15	neural	neural	ADJ
ajst-14947	64	16	network	network	NOUN
ajst-14947	64	17	(	(	PUNCT
ajst-14947	64	18	cnn	cnn	PROPN
ajst-14947	64	19	)	)	PUNCT
ajst-14947	64	20	in	in	ADP
ajst-14947	64	21	classifying	classify	VERB
ajst-14947	64	22	seven	seven	NUM
ajst-14947	64	23	fundamental	fundamental	ADJ
ajst-14947	64	24	baseball	baseball	NOUN
ajst-14947	64	25	actions	action	NOUN
ajst-14947	64	26	:	:	PUNCT
ajst-14947	64	27	pitching	pitching	NOUN
ajst-14947	64	28	,	,	PUNCT
ajst-14947	64	29	batting	batting	NOUN
ajst-14947	64	30	,	,	PUNCT
ajst-14947	64	31	fielding	fielding	NOUN
ajst-14947	64	32	,	,	PUNCT
ajst-14947	64	33	throwing	throwing	NOUN
ajst-14947	64	34	,	,	PUNCT
ajst-14947	64	35	base	base	NOUN
ajst-14947	64	36	running	running	NOUN
ajst-14947	64	37	,	,	PUNCT
ajst-14947	64	38	defensive	defensive	ADJ
ajst-14947	64	39	positioning	positioning	NOUN
ajst-14947	64	40	,	,	PUNCT
ajst-14947	64	41	and	and	CCONJ
ajst-14947	64	42	catching	catch	VERB
ajst-14947	64	43	.	.	PUNCT
ajst-14947	65	1	to	to	PART
ajst-14947	65	2	achieve	achieve	VERB
ajst-14947	65	3	a	a	DET
ajst-14947	65	4	comprehensive	comprehensive	ADJ
ajst-14947	65	5	assessment	assessment	NOUN
ajst-14947	65	6	,	,	PUNCT
ajst-14947	65	7	our	our	PRON
ajst-14947	65	8	dataset	dataset	NOUN
ajst-14947	65	9	was	be	AUX
ajst-14947	65	10	curated	curate	VERB
ajst-14947	65	11	from	from	ADP
ajst-14947	65	12	a	a	DET
ajst-14947	65	13	vast	vast	ADJ
ajst-14947	65	14	array	array	NOUN
ajst-14947	65	15	of	of	ADP
ajst-14947	65	16	sources	source	NOUN
ajst-14947	65	17	,	,	PUNCT
ajst-14947	65	18	encompassing	encompass	VERB
ajst-14947	65	19	professional	professional	ADJ
ajst-14947	65	20	games	game	NOUN
ajst-14947	65	21	,	,	PUNCT
ajst-14947	65	22	training	training	NOUN
ajst-14947	65	23	sessions	session	NOUN
ajst-14947	65	24	,	,	PUNCT
ajst-14947	65	25	and	and	CCONJ
ajst-14947	65	26	controlled	control	VERB
ajst-14947	65	27	environments	environment	NOUN
ajst-14947	65	28	.	.	PUNCT
ajst-14947	66	1	this	this	DET
ajst-14947	66	2	diverse	diverse	ADJ
ajst-14947	66	3	compilation	compilation	NOUN
ajst-14947	66	4	ensured	ensure	VERB
ajst-14947	66	5	the	the	DET
ajst-14947	66	6	inclusion	inclusion	NOUN
ajst-14947	66	7	of	of	ADP
ajst-14947	66	8	actions	action	NOUN
ajst-14947	66	9	performed	perform	VERB
ajst-14947	66	10	by	by	ADP
ajst-14947	66	11	players	player	NOUN
ajst-14947	66	12	of	of	ADP
ajst-14947	66	13	varying	vary	VERB
ajst-14947	66	14	skill	skill	NOUN
ajst-14947	66	15	levels	level	NOUN
ajst-14947	66	16	,	,	PUNCT
ajst-14947	66	17	under	under	ADP
ajst-14947	66	18	different	different	ADJ
ajst-14947	66	19	lighting	lighting	NOUN
ajst-14947	66	20	conditions	condition	NOUN
ajst-14947	66	21	,	,	PUNCT
ajst-14947	66	22	and	and	CCONJ
ajst-14947	66	23	from	from	ADP
ajst-14947	66	24	multiple	multiple	ADJ
ajst-14947	66	25	camera	camera	NOUN
ajst-14947	66	26	angles	angle	NOUN
ajst-14947	66	27	,	,	PUNCT
ajst-14947	66	28	thereby	thereby	ADV
ajst-14947	66	29	enhancing	enhance	VERB
ajst-14947	66	30	the	the	DET
ajst-14947	66	31	realism	realism	NOUN
ajst-14947	66	32	and	and	CCONJ
ajst-14947	66	33	applicability	applicability	NOUN
ajst-14947	66	34	of	of	ADP
ajst-14947	66	35	our	our	PRON
ajst-14947	66	36	findings	finding	NOUN
ajst-14947	66	37	.	.	PUNCT
ajst-14947	67	1	the	the	DET
ajst-14947	67	2	dataset	dataset	NOUN
ajst-14947	67	3	was	be	AUX
ajst-14947	67	4	systematically	systematically	ADV
ajst-14947	67	5	segmented	segment	VERB
ajst-14947	67	6	into	into	ADP
ajst-14947	67	7	individual	individual	ADJ
ajst-14947	67	8	actions	action	NOUN
ajst-14947	67	9	,	,	PUNCT
ajst-14947	67	10	each	each	PRON
ajst-14947	67	11	labeled	label	VERB
ajst-14947	67	12	according	accord	VERB
ajst-14947	67	13	to	to	ADP
ajst-14947	67	14	the	the	DET
ajst-14947	67	15	specific	specific	ADJ
ajst-14947	67	16	movement	movement	NOUN
ajst-14947	67	17	it	it	PRON
ajst-14947	67	18	represented	represent	VERB
ajst-14947	67	19	.	.	PUNCT
ajst-14947	68	1	this	this	DET
ajst-14947	68	2	process	process	NOUN
ajst-14947	68	3	was	be	AUX
ajst-14947	68	4	crucial	crucial	ADJ
ajst-14947	68	5	in	in	ADP
ajst-14947	68	6	creating	create	VERB
ajst-14947	68	7	a	a	DET
ajst-14947	68	8	robust	robust	ADJ
ajst-14947	68	9	training	training	NOUN
ajst-14947	68	10	ground	ground	NOUN
ajst-14947	68	11	for	for	ADP
ajst-14947	68	12	our	our	PRON
ajst-14947	68	13	cnn	cnn	PROPN
ajst-14947	68	14	model	model	NOUN
ajst-14947	68	15	,	,	PUNCT
ajst-14947	68	16	allowing	allow	VERB
ajst-14947	68	17	it	it	PRON
ajst-14947	68	18	to	to	PART
ajst-14947	68	19	learn	learn	VERB
ajst-14947	68	20	and	and	CCONJ
ajst-14947	68	21	differentiate	differentiate	VERB
ajst-14947	68	22	between	between	ADP
ajst-14947	68	23	the	the	DET
ajst-14947	68	24	nuanced	nuanced	ADJ
ajst-14947	68	25	movements	movement	NOUN
ajst-14947	68	26	characteristic	characteristic	ADJ
ajst-14947	68	27	of	of	ADP
ajst-14947	68	28	each	each	DET
ajst-14947	68	29	baseball	baseball	NOUN
ajst-14947	68	30	action	action	NOUN
ajst-14947	68	31	.	.	PUNCT
ajst-14947	69	1	the	the	DET
ajst-14947	69	2	variation	variation	NOUN
ajst-14947	69	3	in	in	ADP
ajst-14947	69	4	the	the	DET
ajst-14947	69	5	dataset	dataset	NOUN
ajst-14947	69	6	also	also	ADV
ajst-14947	69	7	provided	provide	VERB
ajst-14947	69	8	a	a	DET
ajst-14947	69	9	challenging	challenging	ADJ
ajst-14947	69	10	testbed	testbe	VERB
ajst-14947	69	11	to	to	PART
ajst-14947	69	12	evaluate	evaluate	VERB
ajst-14947	69	13	the	the	DET
ajst-14947	69	14	model	model	NOUN
ajst-14947	69	15	's	's	PART
ajst-14947	69	16	ability	ability	NOUN
ajst-14947	69	17	to	to	PART
ajst-14947	69	18	generalize	generalize	VERB
ajst-14947	69	19	across	across	ADP
ajst-14947	69	20	different	different	ADJ
ajst-14947	69	21	scenarios	scenario	NOUN
ajst-14947	69	22	,	,	PUNCT
ajst-14947	69	23	a	a	DET
ajst-14947	69	24	key	key	ADJ
ajst-14947	69	25	factor	factor	NOUN
ajst-14947	69	26	in	in	ADP
ajst-14947	69	27	its	its	PRON
ajst-14947	69	28	realworld	realworld	PROPN
ajst-14947	69	29	deployment	deployment	NOUN
ajst-14947	69	30	.	.	PUNCT
ajst-14947	70	1	4.2	4.2	NUM
ajst-14947	70	2	.	.	PUNCT
ajst-14947	70	3	training	training	NOUN
ajst-14947	70	4	process	process	NOUN
ajst-14947	70	5	our	our	PRON
ajst-14947	70	6	cnn	cnn	PROPN
ajst-14947	70	7	model	model	NOUN
ajst-14947	70	8	,	,	PUNCT
ajst-14947	70	9	comprising	comprise	VERB
ajst-14947	70	10	multiple	multiple	ADJ
ajst-14947	70	11	layers	layer	NOUN
ajst-14947	70	12	including	include	VERB
ajst-14947	70	13	convolutional	convolutional	ADJ
ajst-14947	70	14	layers	layer	NOUN
ajst-14947	70	15	,	,	PUNCT
ajst-14947	70	16	pooling	pool	VERB
ajst-14947	70	17	layers	layer	NOUN
ajst-14947	70	18	,	,	PUNCT
ajst-14947	70	19	and	and	CCONJ
ajst-14947	70	20	fully	fully	ADV
ajst-14947	70	21	connected	connected	ADJ
ajst-14947	70	22	layers	layer	NOUN
ajst-14947	70	23	,	,	PUNCT
ajst-14947	70	24	was	be	AUX
ajst-14947	70	25	engineered	engineer	VERB
ajst-14947	70	26	to	to	PART
ajst-14947	70	27	capture	capture	VERB
ajst-14947	70	28	the	the	DET
ajst-14947	70	29	intricate	intricate	ADJ
ajst-14947	70	30	patterns	pattern	NOUN
ajst-14947	70	31	present	present	VERB
ajst-14947	70	32	64	64	NUM
ajst-14947	70	33	in	in	ADP
ajst-14947	70	34	skeletal	skeletal	ADJ
ajst-14947	70	35	data	datum	NOUN
ajst-14947	70	36	extracted	extract	VERB
ajst-14947	70	37	by	by	ADP
ajst-14947	70	38	openpose	openpose	PROPN
ajst-14947	70	39	.	.	PUNCT
ajst-14947	71	1	the	the	DET
ajst-14947	71	2	convolutional	convolutional	ADJ
ajst-14947	71	3	layers	layer	NOUN
ajst-14947	71	4	were	be	AUX
ajst-14947	71	5	designed	design	VERB
ajst-14947	71	6	to	to	PART
ajst-14947	71	7	detect	detect	VERB
ajst-14947	71	8	low	low	ADJ
ajst-14947	71	9	-	-	PUNCT
ajst-14947	71	10	level	level	NOUN
ajst-14947	71	11	features	feature	NOUN
ajst-14947	71	12	like	like	ADP
ajst-14947	71	13	edges	edge	NOUN
ajst-14947	71	14	and	and	CCONJ
ajst-14947	71	15	curves	curve	NOUN
ajst-14947	71	16	in	in	ADP
ajst-14947	71	17	the	the	DET
ajst-14947	71	18	early	early	ADJ
ajst-14947	71	19	stages	stage	NOUN
ajst-14947	71	20	,	,	PUNCT
ajst-14947	71	21	progressing	progress	VERB
ajst-14947	71	22	to	to	ADP
ajst-14947	71	23	more	more	ADV
ajst-14947	71	24	complex	complex	ADJ
ajst-14947	71	25	features	feature	NOUN
ajst-14947	71	26	in	in	ADP
ajst-14947	71	27	the	the	DET
ajst-14947	71	28	deeper	deep	ADJ
ajst-14947	71	29	layers	layer	NOUN
ajst-14947	71	30	.	.	PUNCT
ajst-14947	72	1	pooling	pool	VERB
ajst-14947	72	2	layers	layer	NOUN
ajst-14947	72	3	were	be	AUX
ajst-14947	72	4	utilized	utilize	VERB
ajst-14947	72	5	to	to	PART
ajst-14947	72	6	reduce	reduce	VERB
ajst-14947	72	7	the	the	DET
ajst-14947	72	8	spatial	spatial	ADJ
ajst-14947	72	9	size	size	NOUN
ajst-14947	72	10	of	of	ADP
ajst-14947	72	11	the	the	DET
ajst-14947	72	12	representation	representation	NOUN
ajst-14947	72	13	,	,	PUNCT
ajst-14947	72	14	thus	thus	ADV
ajst-14947	72	15	reducing	reduce	VERB
ajst-14947	72	16	the	the	DET
ajst-14947	72	17	number	number	NOUN
ajst-14947	72	18	of	of	ADP
ajst-14947	72	19	parameters	parameter	NOUN
ajst-14947	72	20	and	and	CCONJ
ajst-14947	72	21	computational	computational	ADJ
ajst-14947	72	22	complexity	complexity	NOUN
ajst-14947	72	23	.	.	PUNCT
ajst-14947	73	1	the	the	DET
ajst-14947	73	2	fully	fully	ADV
ajst-14947	73	3	connected	connected	ADJ
ajst-14947	73	4	layers	layer	NOUN
ajst-14947	73	5	at	at	ADP
ajst-14947	73	6	the	the	DET
ajst-14947	73	7	end	end	NOUN
ajst-14947	73	8	of	of	ADP
ajst-14947	73	9	the	the	DET
ajst-14947	73	10	network	network	NOUN
ajst-14947	73	11	were	be	AUX
ajst-14947	73	12	responsible	responsible	ADJ
ajst-14947	73	13	for	for	ADP
ajst-14947	73	14	the	the	DET
ajst-14947	73	15	high	high	ADJ
ajst-14947	73	16	-	-	PUNCT
ajst-14947	73	17	level	level	NOUN
ajst-14947	73	18	reasoning	reasoning	NOUN
ajst-14947	73	19	in	in	ADP
ajst-14947	73	20	classifying	classify	VERB
ajst-14947	73	21	the	the	DET
ajst-14947	73	22	actions	action	NOUN
ajst-14947	73	23	.	.	PUNCT
ajst-14947	74	1	the	the	DET
ajst-14947	74	2	training	training	NOUN
ajst-14947	74	3	of	of	ADP
ajst-14947	74	4	this	this	DET
ajst-14947	74	5	deep	deep	ADJ
ajst-14947	74	6	network	network	NOUN
ajst-14947	74	7	was	be	AUX
ajst-14947	74	8	conducted	conduct	VERB
ajst-14947	74	9	on	on	ADP
ajst-14947	74	10	a	a	DET
ajst-14947	74	11	carefully	carefully	ADV
ajst-14947	74	12	partitioned	partition	VERB
ajst-14947	74	13	subset	subset	NOUN
ajst-14947	74	14	of	of	ADP
ajst-14947	74	15	our	our	PRON
ajst-14947	74	16	dataset	dataset	NOUN
ajst-14947	74	17	.	.	PUNCT
ajst-14947	75	1	to	to	PART
ajst-14947	75	2	counter	counter	VERB
ajst-14947	75	3	the	the	DET
ajst-14947	75	4	challenges	challenge	NOUN
ajst-14947	75	5	posed	pose	VERB
ajst-14947	75	6	by	by	ADP
ajst-14947	75	7	variations	variation	NOUN
ajst-14947	75	8	in	in	ADP
ajst-14947	75	9	the	the	DET
ajst-14947	75	10	data	datum	NOUN
ajst-14947	75	11	and	and	CCONJ
ajst-14947	75	12	to	to	PART
ajst-14947	75	13	enhance	enhance	VERB
ajst-14947	75	14	the	the	DET
ajst-14947	75	15	model	model	NOUN
ajst-14947	75	16	's	's	PART
ajst-14947	75	17	ability	ability	NOUN
ajst-14947	75	18	to	to	PART
ajst-14947	75	19	generalize	generalize	VERB
ajst-14947	75	20	,	,	PUNCT
ajst-14947	75	21	we	we	PRON
ajst-14947	75	22	employed	employ	VERB
ajst-14947	75	23	data	datum	NOUN
ajst-14947	75	24	augmentation	augmentation	NOUN
ajst-14947	75	25	techniques	technique	NOUN
ajst-14947	75	26	such	such	ADJ
ajst-14947	75	27	as	as	ADP
ajst-14947	75	28	random	random	ADJ
ajst-14947	75	29	cropping	cropping	NOUN
ajst-14947	75	30	,	,	PUNCT
ajst-14947	75	31	rotation	rotation	NOUN
ajst-14947	75	32	,	,	PUNCT
ajst-14947	75	33	and	and	CCONJ
ajst-14947	75	34	scaling	scaling	NOUN
ajst-14947	75	35	.	.	PUNCT
ajst-14947	76	1	these	these	DET
ajst-14947	76	2	methods	method	NOUN
ajst-14947	76	3	simulated	simulate	VERB
ajst-14947	76	4	different	different	ADJ
ajst-14947	76	5	scenarios	scenario	NOUN
ajst-14947	76	6	and	and	CCONJ
ajst-14947	76	7	viewing	view	VERB
ajst-14947	76	8	angles	angle	NOUN
ajst-14947	76	9	,	,	PUNCT
ajst-14947	76	10	providing	provide	VERB
ajst-14947	76	11	the	the	DET
ajst-14947	76	12	model	model	NOUN
ajst-14947	76	13	with	with	ADP
ajst-14947	76	14	a	a	DET
ajst-14947	76	15	more	more	ADV
ajst-14947	76	16	comprehensive	comprehensive	ADJ
ajst-14947	76	17	understanding	understanding	NOUN
ajst-14947	76	18	of	of	ADP
ajst-14947	76	19	each	each	DET
ajst-14947	76	20	action	action	NOUN
ajst-14947	76	21	.	.	PUNCT
ajst-14947	77	1	the	the	DET
ajst-14947	77	2	training	training	NOUN
ajst-14947	77	3	process	process	NOUN
ajst-14947	77	4	was	be	AUX
ajst-14947	77	5	meticulously	meticulously	ADV
ajst-14947	77	6	monitored	monitor	VERB
ajst-14947	77	7	for	for	ADP
ajst-14947	77	8	convergence	convergence	NOUN
ajst-14947	77	9	,	,	PUNCT
ajst-14947	77	10	ensuring	ensure	VERB
ajst-14947	77	11	that	that	SCONJ
ajst-14947	77	12	the	the	DET
ajst-14947	77	13	model	model	NOUN
ajst-14947	77	14	learned	learn	VERB
ajst-14947	77	15	effectively	effectively	ADV
ajst-14947	77	16	without	without	ADP
ajst-14947	77	17	overfitting	overfitte	VERB
ajst-14947	77	18	.	.	PUNCT
ajst-14947	78	1	hyperparameters	hyperparameter	NOUN
ajst-14947	78	2	,	,	PUNCT
ajst-14947	78	3	including	include	VERB
ajst-14947	78	4	the	the	DET
ajst-14947	78	5	learning	learning	NOUN
ajst-14947	78	6	rate	rate	NOUN
ajst-14947	78	7	,	,	PUNCT
ajst-14947	78	8	number	number	NOUN
ajst-14947	78	9	of	of	ADP
ajst-14947	78	10	epochs	epoch	NOUN
ajst-14947	78	11	,	,	PUNCT
ajst-14947	78	12	and	and	CCONJ
ajst-14947	78	13	batch	batch	NOUN
ajst-14947	78	14	size	size	NOUN
ajst-14947	78	15	,	,	PUNCT
ajst-14947	78	16	were	be	AUX
ajst-14947	78	17	fine	fine	ADV
ajst-14947	78	18	-	-	PUNCT
ajst-14947	78	19	tuned	tune	VERB
ajst-14947	78	20	to	to	PART
ajst-14947	78	21	optimize	optimize	VERB
ajst-14947	78	22	the	the	DET
ajst-14947	78	23	model	model	NOUN
ajst-14947	78	24	’s	’s	PART
ajst-14947	78	25	performance	performance	NOUN
ajst-14947	78	26	.	.	PUNCT
ajst-14947	79	1	regular	regular	ADJ
ajst-14947	79	2	validation	validation	NOUN
ajst-14947	79	3	checks	check	NOUN
ajst-14947	79	4	were	be	AUX
ajst-14947	79	5	performed	perform	VERB
ajst-14947	79	6	to	to	PART
ajst-14947	79	7	monitor	monitor	VERB
ajst-14947	79	8	the	the	DET
ajst-14947	79	9	model	model	NOUN
ajst-14947	79	10	's	's	PART
ajst-14947	79	11	progress	progress	NOUN
ajst-14947	79	12	and	and	CCONJ
ajst-14947	79	13	to	to	PART
ajst-14947	79	14	make	make	VERB
ajst-14947	79	15	necessary	necessary	ADJ
ajst-14947	79	16	adjustments	adjustment	NOUN
ajst-14947	79	17	,	,	PUNCT
ajst-14947	79	18	ensuring	ensure	VERB
ajst-14947	79	19	that	that	SCONJ
ajst-14947	79	20	each	each	DET
ajst-14947	79	21	layer	layer	NOUN
ajst-14947	79	22	of	of	ADP
ajst-14947	79	23	the	the	DET
ajst-14947	79	24	cnn	cnn	PROPN
ajst-14947	79	25	effectively	effectively	ADV
ajst-14947	79	26	contributed	contribute	VERB
ajst-14947	79	27	to	to	ADP
ajst-14947	79	28	the	the	DET
ajst-14947	79	29	accurate	accurate	ADJ
ajst-14947	79	30	classification	classification	NOUN
ajst-14947	79	31	of	of	ADP
ajst-14947	79	32	the	the	DET
ajst-14947	79	33	baseball	baseball	NOUN
ajst-14947	79	34	actions	action	NOUN
ajst-14947	79	35	.	.	PUNCT
ajst-14947	80	1	4.3	4.3	NUM
ajst-14947	80	2	.	.	PUNCT
ajst-14947	80	3	results	result	NOUN
ajst-14947	80	4	and	and	CCONJ
ajst-14947	80	5	analysis	analysis	NOUN
ajst-14947	80	6	the	the	DET
ajst-14947	80	7	model	model	NOUN
ajst-14947	80	8	demonstrated	demonstrate	VERB
ajst-14947	80	9	impressive	impressive	ADJ
ajst-14947	80	10	accuracy	accuracy	NOUN
ajst-14947	80	11	,	,	PUNCT
ajst-14947	80	12	as	as	SCONJ
ajst-14947	80	13	evidenced	evidence	VERB
ajst-14947	80	14	by	by	ADP
ajst-14947	80	15	the	the	DET
ajst-14947	80	16	confusion	confusion	NOUN
ajst-14947	80	17	matrix	matrix	NOUN
ajst-14947	80	18	(	(	PUNCT
ajst-14947	80	19	shown	show	VERB
ajst-14947	80	20	above	above	ADV
ajst-14947	80	21	)	)	PUNCT
ajst-14947	80	22	.	.	PUNCT
ajst-14947	81	1	as	as	SCONJ
ajst-14947	81	2	shown	show	VERB
ajst-14947	81	3	in	in	ADP
ajst-14947	81	4	fig	fig	NOUN
ajst-14947	81	5	2	2	NUM
ajst-14947	81	6	,	,	PUNCT
ajst-14947	81	7	the	the	DET
ajst-14947	81	8	diagonal	diagonal	ADJ
ajst-14947	81	9	values	value	NOUN
ajst-14947	81	10	,	,	PUNCT
ajst-14947	81	11	representing	represent	VERB
ajst-14947	81	12	correct	correct	ADJ
ajst-14947	81	13	classifications	classification	NOUN
ajst-14947	81	14	,	,	PUNCT
ajst-14947	81	15	were	be	AUX
ajst-14947	81	16	predominantly	predominantly	ADV
ajst-14947	81	17	around	around	ADP
ajst-14947	81	18	0.9	0.9	NUM
ajst-14947	81	19	,	,	PUNCT
ajst-14947	81	20	indicating	indicate	VERB
ajst-14947	81	21	a	a	DET
ajst-14947	81	22	high	high	ADJ
ajst-14947	81	23	rate	rate	NOUN
ajst-14947	81	24	of	of	ADP
ajst-14947	81	25	accuracy	accuracy	NOUN
ajst-14947	81	26	for	for	ADP
ajst-14947	81	27	each	each	DET
ajst-14947	81	28	action	action	NOUN
ajst-14947	81	29	.	.	PUNCT
ajst-14947	82	1	the	the	DET
ajst-14947	82	2	off	off	ADV
ajst-14947	82	3	-	-	PUNCT
ajst-14947	82	4	diagonal	diagonal	ADJ
ajst-14947	82	5	values	value	NOUN
ajst-14947	82	6	,	,	PUNCT
ajst-14947	82	7	which	which	PRON
ajst-14947	82	8	were	be	AUX
ajst-14947	82	9	minimal	minimal	ADJ
ajst-14947	82	10	,	,	PUNCT
ajst-14947	82	11	reflected	reflect	VERB
ajst-14947	82	12	a	a	DET
ajst-14947	82	13	few	few	ADJ
ajst-14947	82	14	instances	instance	NOUN
ajst-14947	82	15	of	of	ADP
ajst-14947	82	16	misclassification	misclassification	NOUN
ajst-14947	82	17	.	.	PUNCT
ajst-14947	83	1	this	this	DET
ajst-14947	83	2	level	level	NOUN
ajst-14947	83	3	of	of	ADP
ajst-14947	83	4	precision	precision	NOUN
ajst-14947	83	5	,	,	PUNCT
ajst-14947	83	6	especially	especially	ADV
ajst-14947	83	7	in	in	ADP
ajst-14947	83	8	distinguishing	distinguish	VERB
ajst-14947	83	9	between	between	ADP
ajst-14947	83	10	actions	action	NOUN
ajst-14947	83	11	with	with	ADP
ajst-14947	83	12	similar	similar	ADJ
ajst-14947	83	13	movement	movement	NOUN
ajst-14947	83	14	patterns	pattern	NOUN
ajst-14947	83	15	like	like	ADP
ajst-14947	83	16	throwing	throw	VERB
ajst-14947	83	17	and	and	CCONJ
ajst-14947	83	18	fielding	field	VERB
ajst-14947	83	19	,	,	PUNCT
ajst-14947	83	20	highlights	highlight	VERB
ajst-14947	83	21	the	the	DET
ajst-14947	83	22	model	model	NOUN
ajst-14947	83	23	's	's	PART
ajst-14947	83	24	robustness	robustness	NOUN
ajst-14947	83	25	.	.	PUNCT
ajst-14947	84	1	figure	figure	NOUN
ajst-14947	84	2	2	2	NUM
ajst-14947	84	3	.	.	NUM
ajst-14947	84	4	corrected	correct	VERB
ajst-14947	84	5	confusion	confusion	NOUN
ajst-14947	84	6	matrix	matrix	NOUN
ajst-14947	84	7	of	of	ADP
ajst-14947	84	8	baseball	baseball	NOUN
ajst-14947	84	9	action	action	NOUN
ajst-14947	84	10	classification	classification	NOUN
ajst-14947	84	11	the	the	DET
ajst-14947	84	12	experiment	experiment	NOUN
ajst-14947	84	13	underscores	underscore	VERB
ajst-14947	84	14	the	the	DET
ajst-14947	84	15	potential	potential	NOUN
ajst-14947	84	16	of	of	ADP
ajst-14947	84	17	cnns	cnn	NOUN
ajst-14947	84	18	,	,	PUNCT
ajst-14947	84	19	combined	combine	VERB
ajst-14947	84	20	with	with	ADP
ajst-14947	84	21	skeletal	skeletal	ADJ
ajst-14947	84	22	data	datum	NOUN
ajst-14947	84	23	,	,	PUNCT
ajst-14947	84	24	in	in	ADP
ajst-14947	84	25	sports	sport	NOUN
ajst-14947	84	26	action	action	NOUN
ajst-14947	84	27	classification	classification	NOUN
ajst-14947	84	28	.	.	PUNCT
ajst-14947	85	1	the	the	DET
ajst-14947	85	2	high	high	ADJ
ajst-14947	85	3	accuracy	accuracy	NOUN
ajst-14947	85	4	across	across	ADP
ajst-14947	85	5	diverse	diverse	ADJ
ajst-14947	85	6	actions	action	NOUN
ajst-14947	85	7	confirms	confirm	VERB
ajst-14947	85	8	the	the	DET
ajst-14947	85	9	model	model	NOUN
ajst-14947	85	10	's	's	PART
ajst-14947	85	11	effectiveness	effectiveness	NOUN
ajst-14947	85	12	in	in	ADP
ajst-14947	85	13	interpreting	interpret	VERB
ajst-14947	85	14	complex	complex	ADJ
ajst-14947	85	15	athletic	athletic	ADJ
ajst-14947	85	16	movements	movement	NOUN
ajst-14947	85	17	.	.	PUNCT
ajst-14947	86	1	future	future	ADJ
ajst-14947	86	2	work	work	NOUN
ajst-14947	86	3	will	will	AUX
ajst-14947	86	4	focus	focus	VERB
ajst-14947	86	5	on	on	ADP
ajst-14947	86	6	enhancing	enhance	VERB
ajst-14947	86	7	the	the	DET
ajst-14947	86	8	model	model	NOUN
ajst-14947	86	9	's	's	PART
ajst-14947	86	10	capability	capability	NOUN
ajst-14947	86	11	to	to	PART
ajst-14947	86	12	handle	handle	VERB
ajst-14947	86	13	rapid	rapid	ADJ
ajst-14947	86	14	sequences	sequence	NOUN
ajst-14947	86	15	and	and	CCONJ
ajst-14947	86	16	occlusions	occlusion	NOUN
ajst-14947	86	17	,	,	PUNCT
ajst-14947	86	18	as	as	SCONJ
ajst-14947	86	19	suggested	suggest	VERB
ajst-14947	86	20	by	by	ADP
ajst-14947	86	21	the	the	DET
ajst-14947	86	22	minor	minor	ADJ
ajst-14947	86	23	misclassifications	misclassification	NOUN
ajst-14947	86	24	observed	observe	VERB
ajst-14947	86	25	in	in	ADP
ajst-14947	86	26	the	the	DET
ajst-14947	86	27	confusion	confusion	NOUN
ajst-14947	86	28	matrix	matrix	NOUN
ajst-14947	86	29	.	.	PUNCT
ajst-14947	87	1	5	5	X
ajst-14947	87	2	.	.	X
ajst-14947	87	3	conclusion	conclusion	NOUN
ajst-14947	87	4	this	this	DET
ajst-14947	87	5	study	study	NOUN
ajst-14947	87	6	successfully	successfully	ADV
ajst-14947	87	7	demonstrated	demonstrate	VERB
ajst-14947	87	8	the	the	DET
ajst-14947	87	9	use	use	NOUN
ajst-14947	87	10	of	of	ADP
ajst-14947	87	11	a	a	DET
ajst-14947	87	12	convolutional	convolutional	ADJ
ajst-14947	87	13	neural	neural	ADJ
ajst-14947	87	14	network	network	NOUN
ajst-14947	87	15	(	(	PUNCT
ajst-14947	87	16	cnn	cnn	PROPN
ajst-14947	87	17	)	)	PUNCT
ajst-14947	87	18	,	,	PUNCT
ajst-14947	87	19	complemented	complement	VERB
ajst-14947	87	20	by	by	ADP
ajst-14947	87	21	openpose	openpose	NUM
ajst-14947	87	22	skeletal	skeletal	ADJ
ajst-14947	87	23	data	datum	NOUN
ajst-14947	87	24	,	,	PUNCT
ajst-14947	87	25	for	for	ADP
ajst-14947	87	26	the	the	DET
ajst-14947	87	27	accurate	accurate	ADJ
ajst-14947	87	28	classification	classification	NOUN
ajst-14947	87	29	of	of	ADP
ajst-14947	87	30	key	key	ADJ
ajst-14947	87	31	baseball	baseball	NOUN
ajst-14947	87	32	actions	action	NOUN
ajst-14947	87	33	.	.	PUNCT
ajst-14947	88	1	our	our	PRON
ajst-14947	88	2	findings	finding	NOUN
ajst-14947	88	3	highlighted	highlight	VERB
ajst-14947	88	4	the	the	DET
ajst-14947	88	5	model	model	NOUN
ajst-14947	88	6	's	's	PART
ajst-14947	88	7	high	high	ADJ
ajst-14947	88	8	accuracy	accuracy	NOUN
ajst-14947	88	9	in	in	ADP
ajst-14947	88	10	differentiating	differentiate	VERB
ajst-14947	88	11	between	between	ADP
ajst-14947	88	12	complex	complex	ADJ
ajst-14947	88	13	actions	action	NOUN
ajst-14947	88	14	such	such	ADJ
ajst-14947	88	15	as	as	ADP
ajst-14947	88	16	pitching	pitching	NOUN
ajst-14947	88	17	,	,	PUNCT
ajst-14947	88	18	batting	batting	NOUN
ajst-14947	88	19	,	,	PUNCT
ajst-14947	88	20	fielding	fielding	NOUN
ajst-14947	88	21	,	,	PUNCT
ajst-14947	88	22	and	and	CCONJ
ajst-14947	88	23	others	other	NOUN
ajst-14947	88	24	,	,	PUNCT
ajst-14947	88	25	establishing	establish	VERB
ajst-14947	88	26	its	its	PRON
ajst-14947	88	27	potential	potential	NOUN
ajst-14947	88	28	as	as	ADP
ajst-14947	88	29	a	a	DET
ajst-14947	88	30	valuable	valuable	ADJ
ajst-14947	88	31	tool	tool	NOUN
ajst-14947	88	32	in	in	ADP
ajst-14947	88	33	sports	sport	NOUN
ajst-14947	88	34	analytics	analytic	NOUN
ajst-14947	88	35	.	.	PUNCT
ajst-14947	89	1	this	this	DET
ajst-14947	89	2	research	research	NOUN
ajst-14947	89	3	not	not	PART
ajst-14947	89	4	only	only	ADV
ajst-14947	89	5	contributes	contribute	VERB
ajst-14947	89	6	to	to	ADP
ajst-14947	89	7	the	the	DET
ajst-14947	89	8	growing	grow	VERB
ajst-14947	89	9	body	body	NOUN
ajst-14947	89	10	of	of	ADP
ajst-14947	89	11	knowledge	knowledge	NOUN
ajst-14947	89	12	in	in	ADP
ajst-14947	89	13	applying	apply	VERB
ajst-14947	89	14	machine	machine	NOUN
ajst-14947	89	15	learning	learning	NOUN
ajst-14947	89	16	to	to	ADP
ajst-14947	89	17	sports	sport	NOUN
ajst-14947	89	18	movements	movement	NOUN
ajst-14947	89	19	but	but	CCONJ
ajst-14947	89	20	also	also	ADV
ajst-14947	89	21	opens	open	VERB
ajst-14947	89	22	up	up	ADP
ajst-14947	89	23	avenues	avenue	NOUN
ajst-14947	89	24	for	for	ADP
ajst-14947	89	25	enhanced	enhanced	ADJ
ajst-14947	89	26	performance	performance	NOUN
ajst-14947	89	27	analysis	analysis	NOUN
ajst-14947	89	28	and	and	CCONJ
ajst-14947	89	29	injury	injury	NOUN
ajst-14947	89	30	prevention	prevention	NOUN
ajst-14947	89	31	in	in	ADP
ajst-14947	89	32	baseball	baseball	NOUN
ajst-14947	89	33	.	.	PUNCT
ajst-14947	90	1	future	future	ADJ
ajst-14947	90	2	work	work	NOUN
ajst-14947	90	3	can	can	AUX
ajst-14947	90	4	focus	focus	VERB
ajst-14947	90	5	on	on	ADP
ajst-14947	90	6	refining	refine	VERB
ajst-14947	90	7	the	the	DET
ajst-14947	90	8	model	model	NOUN
ajst-14947	90	9	to	to	PART
ajst-14947	90	10	handle	handle	VERB
ajst-14947	90	11	more	more	ADJ
ajst-14947	90	12	complex	complex	ADJ
ajst-14947	90	13	scenarios	scenario	NOUN
ajst-14947	90	14	and	and	CCONJ
ajst-14947	90	15	extending	extend	VERB
ajst-14947	90	16	its	its	PRON
ajst-14947	90	17	application	application	NOUN
ajst-14947	90	18	to	to	ADP
ajst-14947	90	19	other	other	ADJ
ajst-14947	90	20	sports	sport	NOUN
ajst-14947	90	21	,	,	PUNCT
ajst-14947	90	22	thereby	thereby	ADV
ajst-14947	90	23	broadening	broaden	VERB
ajst-14947	90	24	the	the	DET
ajst-14947	90	25	scope	scope	NOUN
ajst-14947	90	26	and	and	CCONJ
ajst-14947	90	27	impact	impact	NOUN
ajst-14947	90	28	of	of	ADP
ajst-14947	90	29	technology	technology	NOUN
ajst-14947	90	30	in	in	ADP
ajst-14947	90	31	sports	sport	NOUN
ajst-14947	90	32	performance	performance	NOUN
ajst-14947	90	33	and	and	CCONJ
ajst-14947	90	34	analytics	analytic	NOUN
ajst-14947	90	35	.	.	PUNCT
ajst-14947	91	1	references	reference	NOUN
ajst-14947	91	2	[	[	X
ajst-14947	91	3	1	1	NUM
ajst-14947	91	4	]	]	PUNCT
ajst-14947	91	5	qiao	qiao	PROPN
ajst-14947	91	6	s	s	PROPN
ajst-14947	91	7	,	,	PUNCT
ajst-14947	91	8	wang	wang	PROPN
ajst-14947	91	9	y	y	PROPN
ajst-14947	91	10	,	,	PUNCT
ajst-14947	91	11	li	li	PROPN
ajst-14947	91	12	j.	j.	PROPN
ajst-14947	91	13	real	real	ADJ
ajst-14947	91	14	-	-	PUNCT
ajst-14947	91	15	time	time	NOUN
ajst-14947	91	16	human	human	ADJ
ajst-14947	91	17	gesture	gesture	NOUN
ajst-14947	91	18	grading	grade	VERB
ajst-14947	91	19	based	base	VERB
ajst-14947	91	20	on	on	ADP
ajst-14947	91	21	openpose[c]//2017	openpose[c]//2017	PROPN
ajst-14947	91	22	10th	10th	ADJ
ajst-14947	91	23	international	international	ADJ
ajst-14947	91	24	congress	congress	PROPN
ajst-14947	91	25	on	on	ADP
ajst-14947	91	26	image	image	NOUN
ajst-14947	91	27	and	and	CCONJ
ajst-14947	91	28	signal	signal	NOUN
ajst-14947	91	29	processing	processing	NOUN
ajst-14947	91	30	,	,	PUNCT
ajst-14947	91	31	biomedical	biomedical	ADJ
ajst-14947	91	32	engineering	engineering	NOUN
ajst-14947	91	33	and	and	CCONJ
ajst-14947	91	34	informatics	informatic	NOUN
ajst-14947	91	35	(	(	PUNCT
ajst-14947	91	36	cisp	cisp	NOUN
ajst-14947	91	37	-	-	PUNCT
ajst-14947	91	38	bmei	bmei	PROPN
ajst-14947	91	39	)	)	PUNCT
ajst-14947	91	40	.	.	PUNCT
ajst-14947	92	1	ieee	ieee	PROPN
ajst-14947	92	2	,	,	PUNCT
ajst-14947	92	3	2017	2017	NUM
ajst-14947	92	4	:	:	SYM
ajst-14947	92	5	1	1	NUM
ajst-14947	92	6	-	-	SYM
ajst-14947	92	7	6	6	NUM
ajst-14947	92	8	.	.	PUNCT
ajst-14947	93	1	[	[	X
ajst-14947	93	2	2	2	X
ajst-14947	93	3	]	]	PUNCT
ajst-14947	93	4	jafarzadeh	jafarzadeh	ADJ
ajst-14947	93	5	p	p	NOUN
ajst-14947	93	6	,	,	PUNCT
ajst-14947	93	7	virjonen	virjonen	NOUN
ajst-14947	93	8	p	p	NOUN
ajst-14947	93	9	,	,	PUNCT
ajst-14947	93	10	nevalainen	nevalainen	PROPN
ajst-14947	93	11	p	p	PROPN
ajst-14947	93	12	,	,	PUNCT
ajst-14947	93	13	et	et	PROPN
ajst-14947	93	14	al	al	PROPN
ajst-14947	93	15	.	.	PROPN
ajst-14947	93	16	pose	pose	PROPN
ajst-14947	93	17	estimation	estimation	NOUN
ajst-14947	93	18	of	of	ADP
ajst-14947	93	19	hurdles	hurdle	NOUN
ajst-14947	93	20	athletes	athlete	NOUN
ajst-14947	93	21	using	use	VERB
ajst-14947	93	22	openpose[c]//2021	openpose[c]//2021	NUM
ajst-14947	93	23	international	international	ADJ
ajst-14947	93	24	conference	conference	NOUN
ajst-14947	93	25	on	on	ADP
ajst-14947	93	26	electrical	electrical	ADJ
ajst-14947	93	27	,	,	PUNCT
ajst-14947	93	28	computer	computer	NOUN
ajst-14947	93	29	,	,	PUNCT
ajst-14947	93	30	communications	communication	NOUN
ajst-14947	93	31	and	and	CCONJ
ajst-14947	93	32	mechatronics	mechatronic	NOUN
ajst-14947	93	33	engineering	engineering	NOUN
ajst-14947	93	34	(	(	PUNCT
ajst-14947	93	35	iceccme	iceccme	PROPN
ajst-14947	93	36	)	)	PUNCT
ajst-14947	93	37	.	.	PUNCT
ajst-14947	94	1	ieee	ieee	NOUN
ajst-14947	94	2	,	,	PUNCT
ajst-14947	94	3	2021	2021	NUM
ajst-14947	94	4	:	:	PUNCT
ajst-14947	94	5	1	1	NUM
ajst-14947	94	6	-	-	SYM
ajst-14947	94	7	6	6	NUM
ajst-14947	94	8	.	.	PUNCT
ajst-14947	95	1	[	[	X
ajst-14947	95	2	3	3	X
ajst-14947	95	3	]	]	X
ajst-14947	95	4	carling	carling	NOUN
ajst-14947	95	5	c	c	PROPN
ajst-14947	95	6	,	,	PUNCT
ajst-14947	95	7	bloomfield	bloomfield	PROPN
ajst-14947	95	8	j	j	PROPN
ajst-14947	95	9	,	,	PUNCT
ajst-14947	95	10	nelsen	nelsen	PROPN
ajst-14947	95	11	l	l	PROPN
ajst-14947	95	12	,	,	PUNCT
ajst-14947	95	13	et	et	PROPN
ajst-14947	95	14	al	al	PROPN
ajst-14947	95	15	.	.	PUNCT
ajst-14947	96	1	the	the	DET
ajst-14947	96	2	role	role	NOUN
ajst-14947	96	3	of	of	ADP
ajst-14947	96	4	motion	motion	NOUN
ajst-14947	96	5	analysis	analysis	NOUN
ajst-14947	96	6	in	in	ADP
ajst-14947	96	7	elite	elite	ADJ
ajst-14947	96	8	soccer	soccer	NOUN
ajst-14947	96	9	:	:	PUNCT
ajst-14947	96	10	contemporary	contemporary	ADJ
ajst-14947	96	11	performance	performance	NOUN
ajst-14947	96	12	measurement	measurement	NOUN
ajst-14947	96	13	techniques	technique	NOUN
ajst-14947	96	14	and	and	CCONJ
ajst-14947	96	15	work	work	NOUN
ajst-14947	96	16	rate	rate	NOUN
ajst-14947	96	17	data[j	data[j	NOUN
ajst-14947	96	18	]	]	PUNCT
ajst-14947	96	19	.	.	PUNCT
ajst-14947	97	1	sports	sport	NOUN
ajst-14947	97	2	medicine	medicine	NOUN
ajst-14947	97	3	,	,	PUNCT
ajst-14947	97	4	2008	2008	NUM
ajst-14947	97	5	,	,	PUNCT
ajst-14947	97	6	38	38	NUM
ajst-14947	97	7	:	:	SYM
ajst-14947	97	8	839	839	NUM
ajst-14947	97	9	-	-	NUM
ajst-14947	97	10	862	862	NUM
ajst-14947	97	11	.	.	PUNCT
ajst-14947	98	1	[	[	X
ajst-14947	98	2	4	4	X
ajst-14947	98	3	]	]	X
ajst-14947	98	4	martınez	martınez	PROPN
ajst-14947	98	5	g	g	PROPN
ajst-14947	98	6	h.	h.	PROPN
ajst-14947	98	7	openpose	openpose	PROPN
ajst-14947	98	8	:	:	PUNCT
ajst-14947	98	9	whole	whole	ADJ
ajst-14947	98	10	-	-	PUNCT
ajst-14947	98	11	body	body	NOUN
ajst-14947	98	12	pose	pose	VERB
ajst-14947	98	13	estimation[d	estimation[d	NOUN
ajst-14947	98	14	]	]	PUNCT
ajst-14947	98	15	.	.	PUNCT
ajst-14947	99	1	carnegie	carnegie	PROPN
ajst-14947	99	2	mellon	mellon	PROPN
ajst-14947	99	3	university	university	PROPN
ajst-14947	99	4	,	,	PUNCT
ajst-14947	99	5	2019	2019	NUM
ajst-14947	99	6	.	.	PUNCT
ajst-14947	100	1	[	[	X
ajst-14947	100	2	5	5	NUM
ajst-14947	100	3	]	]	PUNCT
ajst-14947	100	4	sarwar	sarwar	PROPN
ajst-14947	100	5	m	m	PROPN
ajst-14947	100	6	a	a	NOUN
ajst-14947	100	7	,	,	PUNCT
ajst-14947	100	8	lin	lin	PROPN
ajst-14947	100	9	y	y	PROPN
ajst-14947	100	10	c	c	PROPN
ajst-14947	100	11	,	,	PUNCT
ajst-14947	100	12	daraghmi	daraghmi	VERB
ajst-14947	100	13	y	y	PROPN
ajst-14947	100	14	a	a	PROPN
ajst-14947	100	15	,	,	PUNCT
ajst-14947	100	16	et	et	PROPN
ajst-14947	100	17	al	al	PROPN
ajst-14947	100	18	.	.	PROPN
ajst-14947	100	19	skeleton	skeleton	PROPN
ajst-14947	100	20	based	base	VERB
ajst-14947	100	21	keyframe	keyframe	NOUN
ajst-14947	100	22	detection	detection	NOUN
ajst-14947	100	23	framework	framework	NOUN
ajst-14947	100	24	for	for	ADP
ajst-14947	100	25	sports	sport	NOUN
ajst-14947	100	26	action	action	NOUN
ajst-14947	100	27	analysis	analysis	NOUN
ajst-14947	100	28	:	:	PUNCT
ajst-14947	100	29	badminton	badminton	NOUN
ajst-14947	100	30	smash	smash	NOUN
ajst-14947	100	31	case[j	case[j	PROPN
ajst-14947	100	32	]	]	PUNCT
ajst-14947	100	33	.	.	PUNCT
ajst-14947	101	1	ieee	ieee	NOUN
ajst-14947	101	2	access	access	NOUN
ajst-14947	101	3	,	,	PUNCT
ajst-14947	101	4	2023	2023	NUM
ajst-14947	101	5	.	.	PUNCT
ajst-14947	102	1	[	[	X
ajst-14947	102	2	6	6	NUM
ajst-14947	102	3	]	]	X
ajst-14947	102	4	lei	lei	X
ajst-14947	102	5	q	q	PROPN
ajst-14947	102	6	,	,	PUNCT
ajst-14947	102	7	du	du	PROPN
ajst-14947	102	8	j	j	PROPN
ajst-14947	102	9	x	x	PROPN
ajst-14947	102	10	,	,	PUNCT
ajst-14947	102	11	zhang	zhang	PROPN
ajst-14947	102	12	h	h	PROPN
ajst-14947	102	13	b	b	PROPN
ajst-14947	102	14	,	,	PUNCT
ajst-14947	102	15	et	et	PROPN
ajst-14947	102	16	al	al	PROPN
ajst-14947	102	17	.	.	PUNCT
ajst-14947	103	1	a	a	DET
ajst-14947	103	2	survey	survey	NOUN
ajst-14947	103	3	of	of	ADP
ajst-14947	103	4	vision	vision	NOUN
ajst-14947	103	5	-	-	PUNCT
ajst-14947	103	6	based	base	VERB
ajst-14947	103	7	human	human	ADJ
ajst-14947	103	8	action	action	NOUN
ajst-14947	103	9	evaluation	evaluation	NOUN
ajst-14947	103	10	methods[j	methods[j	PROPN
ajst-14947	103	11	]	]	PUNCT
ajst-14947	103	12	.	.	PUNCT
ajst-14947	104	1	sensors	sensor	NOUN
ajst-14947	104	2	,	,	PUNCT
ajst-14947	104	3	2019	2019	NUM
ajst-14947	104	4	,	,	PUNCT
ajst-14947	104	5	19(19	19(19	NUM
ajst-14947	104	6	):	):	PUNCT
ajst-14947	104	7	4129	4129	NUM
ajst-14947	104	8	.	.	PUNCT
ajst-14947	105	1	[	[	X
ajst-14947	105	2	7	7	X
ajst-14947	105	3	]	]	X
ajst-14947	105	4	ghasemzadeh	ghasemzadeh	NOUN
ajst-14947	105	5	h	h	NOUN
ajst-14947	105	6	,	,	PUNCT
ajst-14947	105	7	jafari	jafari	PROPN
ajst-14947	105	8	r.	r.	PROPN
ajst-14947	105	9	coordination	coordination	PROPN
ajst-14947	105	10	analysis	analysis	NOUN
ajst-14947	105	11	of	of	ADP
ajst-14947	105	12	human	human	ADJ
ajst-14947	105	13	movements	movement	NOUN
ajst-14947	105	14	with	with	ADP
ajst-14947	105	15	body	body	NOUN
ajst-14947	105	16	sensor	sensor	NOUN
ajst-14947	105	17	networks	network	NOUN
ajst-14947	105	18	:	:	PUNCT
ajst-14947	105	19	a	a	DET
ajst-14947	105	20	signal	signal	ADJ
ajst-14947	105	21	processing	processing	NOUN
ajst-14947	105	22	model	model	NOUN
ajst-14947	105	23	to	to	PART
ajst-14947	105	24	evaluate	evaluate	VERB
ajst-14947	105	25	baseball	baseball	NOUN
ajst-14947	105	26	swings[j	swings[j	PROPN
ajst-14947	105	27	]	]	PUNCT
ajst-14947	105	28	.	.	PUNCT
ajst-14947	106	1	ieee	ieee	PROPN
ajst-14947	106	2	sensors	sensor	NOUN
ajst-14947	106	3	journal	journal	PROPN
ajst-14947	106	4	,	,	PUNCT
ajst-14947	106	5	2010	2010	NUM
ajst-14947	106	6	,	,	PUNCT
ajst-14947	106	7	11(3	11(3	NUM
ajst-14947	106	8	):	):	PUNCT
ajst-14947	106	9	603	603	NUM
ajst-14947	106	10	-	-	SYM
ajst-14947	106	11	610	610	NUM
ajst-14947	106	12	.	.	PUNCT
ajst-14947	107	1	[	[	X
ajst-14947	107	2	8	8	X
ajst-14947	107	3	]	]	X
ajst-14947	107	4	d’antonio	d’antonio	NOUN
ajst-14947	107	5	e	e	NOUN
ajst-14947	107	6	,	,	PUNCT
ajst-14947	107	7	taborri	taborri	PROPN
ajst-14947	107	8	j	j	PROPN
ajst-14947	107	9	,	,	PUNCT
ajst-14947	107	10	mileti	mileti	PROPN
ajst-14947	107	11	i	i	PRON
ajst-14947	107	12	,	,	PUNCT
ajst-14947	107	13	et	et	PROPN
ajst-14947	107	14	al	al	PROPN
ajst-14947	107	15	.	.	PUNCT
ajst-14947	107	16	validation	validation	NOUN
ajst-14947	107	17	of	of	ADP
ajst-14947	107	18	a	a	DET
ajst-14947	107	19	3d	3d	NUM
ajst-14947	107	20	markerless	markerless	NOUN
ajst-14947	107	21	system	system	NOUN
ajst-14947	107	22	for	for	ADP
ajst-14947	107	23	gait	gait	ADJ
ajst-14947	107	24	analysis	analysis	NOUN
ajst-14947	107	25	based	base	VERB
ajst-14947	107	26	on	on	ADP
ajst-14947	107	27	openpose	openpose	NUM
ajst-14947	107	28	and	and	CCONJ
ajst-14947	107	29	two	two	NUM
ajst-14947	107	30	rgb	rgb	PROPN
ajst-14947	107	31	webcams[j	webcams[j	PROPN
ajst-14947	107	32	]	]	PUNCT
ajst-14947	107	33	.	.	PUNCT
ajst-14947	108	1	ieee	ieee	PROPN
ajst-14947	108	2	sensors	sensor	NOUN
ajst-14947	108	3	journal	journal	NOUN
ajst-14947	108	4	,	,	PUNCT
ajst-14947	108	5	2021	2021	NUM
ajst-14947	108	6	,	,	PUNCT
ajst-14947	108	7	21(15	21(15	PROPN
ajst-14947	108	8	):	):	PUNCT
ajst-14947	108	9	1706417075	1706417075	NUM
ajst-14947	108	10	.	.	PUNCT
ajst-14947	109	1	[	[	X
ajst-14947	109	2	9	9	NUM
ajst-14947	109	3	]	]	X
ajst-14947	109	4	kim	kim	PROPN
ajst-14947	109	5	w	w	PROPN
ajst-14947	109	6	,	,	PUNCT
ajst-14947	109	7	sung	sung	PROPN
ajst-14947	109	8	j	j	PROPN
ajst-14947	109	9	,	,	PUNCT
ajst-14947	109	10	saakes	saake	VERB
ajst-14947	109	11	d	d	PROPN
ajst-14947	109	12	,	,	PUNCT
ajst-14947	109	13	et	et	PROPN
ajst-14947	109	14	al	al	PROPN
ajst-14947	109	15	.	.	PUNCT
ajst-14947	110	1	ergonomic	ergonomic	ADJ
ajst-14947	110	2	postural	postural	ADJ
ajst-14947	110	3	assessment	assessment	NOUN
ajst-14947	110	4	using	use	VERB
ajst-14947	110	5	a	a	DET
ajst-14947	110	6	new	new	ADJ
ajst-14947	110	7	open	open	ADJ
ajst-14947	110	8	-	-	PUNCT
ajst-14947	110	9	source	source	NOUN
ajst-14947	110	10	human	human	PROPN
ajst-14947	110	11	pose	pose	NOUN
ajst-14947	110	12	estimation	estimation	NOUN
ajst-14947	110	13	technology	technology	NOUN
ajst-14947	110	14	(	(	PUNCT
ajst-14947	110	15	openpose)[j	openpose)[j	NOUN
ajst-14947	110	16	]	]	PUNCT
ajst-14947	110	17	.	.	PUNCT
ajst-14947	111	1	international	international	ADJ
ajst-14947	111	2	journal	journal	PROPN
ajst-14947	111	3	of	of	ADP
ajst-14947	111	4	industrial	industrial	ADJ
ajst-14947	111	5	ergonomics	ergonomic	NOUN
ajst-14947	111	6	,	,	PUNCT
ajst-14947	111	7	2021	2021	NUM
ajst-14947	111	8	,	,	PUNCT
ajst-14947	111	9	84	84	NUM
ajst-14947	111	10	:	:	SYM
ajst-14947	111	11	103164	103164	NUM
ajst-14947	111	12	.	.	PUNCT