Table 13: The test classification accuracy (%) results on UCR archive with Asym  ${40}\%$  noisy labels.
ID	Dataset	Standard	MixUp	Co-teaching	FINE	SREA	SELC	CULCU	Scale-teaching
1	ACSF1	39.00	40.56	41.12	10.00	26.08	40.22	41.60	42.00
2	Adiac	4.35	8.85	7.80	2.76	2.30	9.46	24.37	25.17
3	AllGestureWimoteX	34.60	39.66	35.47	28.15	12.32	38.83	38.33	46.83
4	AllGestureWimoteY	35.14	39.87	36.20	17.48	12.81	37.17	36.79	43.03
5	AllGestureWimoteZ	38.86	38.35	38.76	11.49	16.75	36.74	37.92	42.29
6	ArrowHead	47.80	52.89	48.01	32.11	45.42	58.97	49.95	39.20
7	BME	39.00	48.03	42.40	40.53	47.07	45.60	41.60	49.33
8	Beet	26.67	35.47	31.93	25.43	20.67	31.33	25.67	23.33
9	BeetFly	43.00	51.40	56.50	50.00	55.00	53.00	55.50	40.00
10	BirdChicken	53.00	57.00	51.00	50.00	50.00	60.02	50.00	75.00
11	CBF	56.20	70.29	73.80	33.38	68.84	71.91	66.21	74.22
12	Car	57.12	60.47	54.83	24.67	23.00	54.33	53.47	44.00
13	Chatinatown	59.47	55.11	57.26	45.51	63.48	55.42	58.41	67.25
14	ChlorineConcentration	55.85	49.69	49.52	41.18	47.22	49.48	48.58	51.10
15	CinCECGTorso	50.72	46.88	43.29	24.87	31.17	52.93	45.78	32.90
16	Coffee	47.84	52.00	54.36	52.14	52.14	51.43	52.50	53.57
17	Computers	53.14	59.36	60.72	55.84	63.81	60.32	59.38	48.80
18	CricketX	58.64	36.59	30.97	7.79	10.77	36.21	40.05	35.85
19	CricketY	41.39	28.52	25.95	11.03	9.20	28.64	37.49	34.12
20	CricketZ	37.16	30.15	28.92	9.69	11.38	30.62	37.82	35.49
21	Crag	37.17	48.29	49.58	42.13	60.29	51.29	50.04	55.57
22	DiatomSizeReduction	50.16	36.08	42.32	38.45	34.58	36.54	40.65	54.50
23	DistalPhalanxOutlineAgeGroup	37.44	63.65	62.79	36.98	64.03	65.04	65.14	46.76
24	DistalPhalanxOutlineCorrect	59.68	58.04	65.69	45.00	48.99	63.04	66.45	64.39
25	DistalPhalanxTW	55.32	56.83	57.84	27.26	25.04	57.81	58.56	64.03
26	DockerLoopDay	21.75	21.25	28.07	14.50	14.75	33.75	31.87	33.85
27	DockerLoopGame	50.22	41.30	52.97	49.57	51.30	54.20	49.13	64.78
28	DockerLoopWeekend	62.61	70.64	80.87	64.35	35.94	73.48	70.43	70.61
29	ECG200	46.80	40.80	65.80	41.60	68.80	46.20	60.60	61.00
30	ECG5000	60.72	65.88	87.36	33.26	84.25	68.84	87.44	89.18
31	ECGFiveDays	63.06	54.75	61.29	50.06	57.21	65.85	53.39	66.52
32	EOGHorizontalSignal	40.13	35.14	36.88	34.48	8.57	33.87	30.62	42.32
33	EOGVerticalSignal	31.88	23.48	30.46	23.65	10.72	26.24	26.51	34.81
34	Earthquakes	57.37	54.82	74.32	35.11	74.82	59.86	72.59	74.82
35	ElectricDevices	56.76	54.86	61.18	53.42	55.35	62.86	62.20	61.98
36	EthanolLevel	40.46	25.08	31.04	27.26	25.04	27.88	27.26	40.76
37	FaceAll	47.52	40.04	46.85	4.76	15.21	49.74	50.91	45.74
38	FaceFour	48.09	50.50	41.14	49.32	41.36	50.23	43.86	57.73
39	FacesUCR	50.18	41.29	44.42	8.71	20.75	50.51	50.36	51.02
40	FiftyWords	22.20	13.71	24.20	27.43	9.32	23.38	20.59	30.90
41	Fish	46.40	53.49	49.04	13.49	13.14	51.66	48.67	44.57
42	FordA	67.73	73.05	73.37	72.43	68.46	82.33	82.69	86.59
43	FordB	53.11	55.56	62.88	55.45	57.99	63.47	62.81	60.20
44	FreezerRegularTrain	65.85	72.20	60.40	62.23	62.31	63.08	65.40	75.44
45	FreezerSmallTrain	53.80	41.11	46.34	46.24	44.85	49.98	53.62	54.60
46	Fungi	36.88	20.43	23.60	21.54	11.40	24.30	22.53	29.03
47	GestureMidAirD1	22.31	16.15	17.31	9.85	7.69	20.15	23.77	43.23
48	GestureMidAirD2	20.46	14.31	21.15	4.00	6.92	17.85	24.26	28.46
49	GestureMidAirD3	11.54	7.69	12.69	6.92	5.54	12.92	12.51	15.38
50	GesturePebbleZ1	40.91	35.58	32.48	28.60	31.05	46.63	50.26	51.07
51	GesturePebbleZ2	41.04	36.46	40.19	30.00	25.82	44.56	44.16	48.99
52	GunPoint	52.43	50.13	52.13	50.93	46.53	62.33	60.67	56.67
53	GunPointAgeSpan	50.81	47.15	54.03	51.65	49.87	58.13	55.22	59.71
54	GunPointMaleVersusFemale	61.90	70.76	70.43	58.42	47.47	70.06	71.65	81.65
55	GunPointOldVersusYoung	68.90	66.81	77.03	85.46	47.62	72.44	82.76	86.59
56	Ham	47.39	44.19	48.46	50.29	47.81	50.29	50.53	51.43
57	HandOutlines	64.49	61.41	65.95	59.03	64.05	63.08	65.40	58.65
58	Haptics	32.53	32.95	30.08	20.65	21.36	30.84	29.51	31.62
59	Herring	51.38	52.94	49.22	51.88	48.13	55.00	49.69	43.75
60	HouseTwenty	55.21	58.79	65.80	57.98	51.60	61.34	62.99	90.76
61	InlineState	22.31	16.15	17.31	9.85	7.69	20.15	23.77	43.23
62	InsectEPOgularTrain	37.37	35.31	39.80	96.63	96.63	98.80	95.86	100.00
63	InsectEPOgularTrain	67.72	60.59	75.74	65.86	76.35	73.01	79.00	35.74
64	InsectWingbeatSound	18.86	18.37	23.88	9.09	9.09	23.98	22.57	26.31
65	ItalyPowerDemand	47.49	46.03	71.85	51.74	68.64	63.97	67.80	86.88
66	LargeEPOgularTrain	21.99	21.39	21.99	49.45	49.71	63.68	55.92	55.52
67	LargeEPOgularTrain	60.66	55.41	61.31	50.82	60.66	61.64	52.46	62.66
68	Lighting2	34.25	38.93	35.59	23.56	30.41	40.27	35.32	41.64
69	Mallat	36.98	41.82	36.69	12.40	12.45	39.82	34.62	44.43
70	Meat	61.47	62.47	56.43	40.33	33.33	59.67	49.77	58.33
71	MedicalImages	50.07	47.26	53.24	34.37	51.45	53.03	47.31	59.66
72	MelbournePedestrian	62.07	67.72	69.20	34.30	23.03	71.67	68.21	67.41
73	MiddlePhalanxOutlineAgeGroup	37.40	36.36	50.73	28.57	60.78	47.92	51.71	17.92
74	MiddlePhalanxOutlineCorrect	60.78	53.54	58.49	54.23	57.04	63.44	57.56	60.14
75	MiddlePhalanxTW	46.29	38.83	44.17	22.86	50.39	50.13	51.36	47.40
76	MixedShapeRegularTrain	72.19	69.94	71.95	20.86	34.27	78.54	70.65	66.09
77	MixedShapeSmallTrain	57.22	58.54	43.23	19.14	38.38	54.99	56.72	40.49
78	MoteStrain	54.76	54.80	51.66	50.78	52.50	54.06	48.68	46.09
79	NonInvasiveFetalECGThorax1	23.77	17.39	7.20	2.25	3.34	17.69	27.93	55.65
80	NonInvasiveFetalECGThorax2	29.06	18.38	8.22	2.33	3.84	22.69	32.04	55.02
81	OSULeaf	59.69	64.18	51.38	16.86	27.02	62.31	53.23	72.89
82	OliveOil	37.33	36.00	36.00	30.67	35.33	35.33	35.33	40.00
83	PLAID	29.13	28.23	23.36	21.38	12.51	29.24	33.02	18.44
84	PhalangesOutlinesCorrect	61.56	59.63	59.69	62.43	56.78	65.22	64.63	66.43
85	Phoneme	21.21	17.78	18.80	19.76	6.12	19.51	22.14	19.63
86	PickupGestureWimoteZ	35.44	23.20	22.16	10.00	11.60	34.40	35.48	49.20
87	PigAirwayPressure	12.71	5.87	7.86	6.51	4.23	9.71	18.04	12.98
88	PigArtAttackPressure	15.31	9.62	8.64	7.87	1.92	10.96	22.12	30.38
89	PigCVP	11.63	4.33	8.17	6.57	6.15	9.52	13.01	14.33
90	Plane	70.29	65.87	61.14	13.52	69.71	70.81	69.52	49.52
91	PowerCones	50.04	58.60	77.33	50.00	60.42	63.33	74.67	63.56
92	ProximalPhalanxOutlineAgeGroup	58.65	59.43	45.77	38.34	67.22	65.17	73.59	71.71
93	ProximalPhalanxOutlineCorrect	63.31	61.52	74.13	60.41	68.38	70.58	71.90	72.03
94	ProximalPhalanxTW	60.04	61.83	56.26	28.59	50.73	66.34	70.82	68.39
95	RefrigerationDevices	36.92	38.93	42.13	33.33	44.58	39.73	41.52	39.47
96	Rock	45.80	40.00	47.40	40.80	37.60	48.00	46.40	38.00
97	ScreenType	48.79	49.29	52.51	34.67	38.24	47.25	58.57	34.24
98	SemghandGenderCh2	57.31	57.87	53.92	49.59	53.00	58.30	53.72	62.27
99	SemghandMovementCh2	40.74	38.34	40.29	29.73	23.94	37.91	39.29	40.89
100	SemghandSubjectCh2	42.55	45.12	42.98	26.62	21.76	41.69	41.03	41.07
101	ShakeSetTightness	39.92	42.72	31.08	15.84	24.80	40.00	40.40	52.00
102	ShapeletSim	53.22	50.98	50.89	50.00	53.36	52.78	51.80	50.00
103	ShapesAll	30.23	19.95	25.54	2.13	1.67	20.60	24.84	49.00
104	SmallKitchenAppliances	58.25	61.06	67.06	47.93	60.85	64.48	68.20	69.01
105	SmoothSubspace	61.87	60.29	72.67	33.33	59.17	61.07	71.89	73.87
106	SonyABORobotSurface1	69.88	70.49	70.67	51.41	75.13	70.18	69.55	78.37
107	SonyABORobotSurface2	60.08	60.90	63.00	57.02	57.31	59.62	62.61	46.90
108	StarLightCurves	75.53	76.10	85.10	45.38	56.47	48.35	82.89	95.26
109	Strawberry	71.12	74.83	74.65	41.41	64.32	76.03	69.16	66.92
110	SwitchsIndividualClass1	57.49	52.39	62.72	62.33	59.17	67.09	68.21	67.41
111	StudiesAll	55.45	48.60	48.18	52.31	56.72	50.05	50.50
112	SyntheticControl	67.81	68.20	78.87	16.67	72.91	70.73
113	ToeSegmentation1	51.96	52.39	62.72	69.47	59.42	57.07	49.69
114	TraceSetTightness2	54.15	53.69	64.69	56.31	66.89
115	TraceSetTightness2Class1	51.52	51.36	56.32	49.20
116	TwoLeadECG	72.26	70.47	71.84
117	TwoPatterns	63.84	46.01	78.65
118	UMD
119	UWaveGestureLibraryAll