SlowGuess/NeurIPS_2023_OCR huggingface dataset:
Table 17: The detailed test classification accuracy (%) results on UEA 30 archive with Asym  $40\%$  noisy labels.
ID	Dataset	Standard	MixUp	Co-teaching	FINE	SREA	SELC	CULCU	Scale-teaching
1	ArticulatoryWordRecognition	66.33	62.40	55.87	17.27	69.40	63.67	53.73	70.44
2	AtrialFibrillation	21.67	33.33	33.33	33.33	11.33	33.67	32.67	34.67
3	BasicMotions	66.00	62.30	67.25	49.50	69.00	64.00	61.75	65.10
4	CharacterTrajectories	61.08	60.01	57.42	19.05	87.78	64.29	61.35	88.34
5	Cricket	72.22	71.56	70.97	50.00	73.44	72.78	68.61	80.56
6	DuckDuckGeese	43.20	42.96	44.80	24.00	43.68	45.20	44.60	38.24
7	EigenWorms	41.75	34.75	51.34	37.86	43.56	41.68	50.38	42.47
8	Epilepsy	62.32	63.01	63.48	47.25	61.01	61.45	64.71	58.70
9	EthanolConcentration	23.04	23.85	23.61	25.02	24.78	24.33	25.57	27.70
10	ERing	60.30	60.37	42.74	39.47	45.56	59.11	43.96	61.74
11	FaceDetection	49.88	50.64	51.12	51.06	50.32	51.07	50.12	51.61
12	FingerMovements	47.76	49.92	48.50	49.80	49.00	48.20	50.19	50.96
13	HandMovementDirection	28.97	31.24	30.41	28.38	31.46	29.19	29.73	29.03
14	Handwriting	21.61	23.92	24.74	21.03	10.67	22.99	25.69	26.98
15	Heartbeat	55.22	57.46	55.61	72.20	61.52	55.12	55.51	56.68
16	InsectWingbeat	43.40	38.07	45.34	46.32	48.78	47.81	50.34	51.87
17	JapaneseVowels	61.62	58.63	62.46	36.81	65.97	64.27	73.76	70.02
18	Libras	57.47	57.00	53.39	8.67	54.33	59.44	45.72	63.22
19	LSST	42.11	42.77	41.70	43.67	32.79	43.67	43.74	29.10
20	MotorImagery	48.80	50.24	51.32	53.00	52.60	49.60	49.70	53.20
21	NATOPS	57.00	55.29	58.65	16.67	64.89	55.89	63.22	65.13
22	PenDigits	78.76	67.36	92.78	84.05	91.07	89.18	92.23	93.57
23	PEMS-SF	50.20	51.38	42.60	14.45	50.87	50.76	47.86	51.45
24	PhonemeSpectra	17.71	19.05	18.70	14.41	5.11	18.02	18.65	19.52
25	RacketSports	57.50	59.13	54.30	27.50	55.26	58.16	56.32	54.21
26	SelfRegulationSCP1	63.47	66.21	64.94	60.96	49.83	66.42	68.10	66.30
27	SelfRegulationSCP2	49.04	51.24	51.20	52.16	50.00	52.11	51.26	51.22
28	SpokenArabicDigits	64.19	60.64	79.13	72.11	99.04	79.42	88.10	93.85
29	StandWalkJump	38.67	34.67	39.33	33.33	33.33	40.00	39.33	36.27
30	UWaveGestureLibrary	53.56	53.36	55.38	12.50	57.81	53.69	45.53	55.84
Avg Acc	50.16	49.76	51.08	38.06	51.47	52.17	51.75	54.60
Avg Rank	5.60	4.77	4.40	6.13	4.20	4.00	3.97	2.73
P-value	3.81E-03	6.17E-03	1.63E-02	9.33E-05	1.36E-02	2.62E-02	3.88E-02	-
Table 18: The detailed test classification accuracy (%) results on UEA 30 archive with Ins  $40\%$  noisy labels.
ID	Dataset	Standard	MixUp	Co-teaching	FINE	SREA	SELC	CULCU	Scale-teaching
1	ArticularyWordRecognition	67.27	57.39	60.93	9.20	68.67	61.73	57.10	75.40
2	AtrialFibrillation	28.00	29.33	30.00	33.33	32.00	28.00	34.67	32.00
3	BasicMotions	77.00	73.00	81.75	39.00	80.90	77.50	74.75	78.50
4	CharacterTrajectories	82.52	69.46	66.33	5.22	85.38	81.92	83.48	87.47
5	Cricket	80.28	78.28	79.31	26.11	92.50	81.11	76.81	92.78
6	DuckDuckGeese	38.80	41.60	36.40	20.00	39.20	39.60	42.00	37.20
7	EigenWorms	33.44	54.63	60.38	32.67	43.66	43.21	60.31	54.81
8	Epilepsy	65.80	64.55	72.03	67.10	73.04	71.74	78.64	79.36
9	EthanolConcentration	24.82	26.40	27.75	24.71	25.17	26.69	26.81	28.37
10	ERing	53.69	52.48	48.48	36.79	49.82	56.44	44.59	54.15
11	FaceDetection	50.05	50.04	50.80	50.57	49.81	50.22	50.93	51.00
12	FingerMovements	51.40	51.60	51.10	51.20	49.60	51.40	48.60	49.60
13	HandMovementDirection	25.31	30.11	26.49	19.73	19.73	28.92	25.95	31.62
14	Handwriting	21.35	22.54	22.92	17.93	6.17	21.51	23.19	23.01
15	Heartbeat	56.39	58.01	66.63	57.69	58.50	56.20	59.02	51.00
16	InsectWingbeat	47.94	39.18	57.07	55.93	36.95	57.12	59.40	58.32
17	JapaneseVowels	68.05	66.46	65.36	27.89	77.03	73.35	78.97	81.54
18	Libras	46.04	51.56	47.00	9.33	48.67	49.44	41.11	50.18
19	LSST	48.16	47.72	46.43	49.04	33.58	48.78	49.11	50.47
20	MotorImagery	49.20	51.00	49.90	50.00	51.00	52.00	51.90	47.80
21	NATOPS	57.78	56.80	58.78	26.67	67.24	57.67	58.34	59.98
22	PenDigits	81.99	70.68	93.43	91.81	92.59	91.18	93.29	96.69
23	PEMS-SF	42.89	43.86	35.14	16.42	47.86	43.82	41.49	44.35
24	PhonemeSpectra	16.50	15.82	17.37	8.40	3.22	17.15	17.48	17.42
25	RacketSports	59.08	59.55	64.68	27.50	60.11	58.55	58.62	59.89
26	SelfRegulationSCP1	60.63	60.38	56.02	48.12	49.90	65.80	66.00	54.54
27	SelfRegulationSCP2	51.69	50.87	50.63	51.11	50.00	51.89	50.22	52.11
28	SpokenArabicDigits	74.85	67.24	89.70	83.37	98.76	86.68	87.87	97.53
29	StandWalkJump	40.00	42.67	39.33	32.00	42.67	38.67	42.00	40.00
30	UWaveGestureLibrary	67.19	67.90	60.56	12.50	67.74	67.69	55.69	69.96
Avg Acc	52.27	51.70	53.76	36.04	53.38	54.53	54.61	56.90
Avg Rank	5.20	4.77	4.33	6.60	4.27	4.20	3.77	2.60
P-value	6.08E-04	2.92E-03	1.20E-02	2.55E-05	5.52E-03	1.08E-02	3.47E-02	-