Table 14: The test classification accuracy (%) results on UCR archive with Ins  ${40}\%$  noisy labels.
ID	Dataset	Standard	MixUp	Co-teaching	FINE	SREA	SELC	CULCU	Scale-teaching
1	ACSF1	35.40	39.08	43.00	14.80	29.20	41.40	42.70	45.00
2	Adiac	8.33	9.73	7.29	4.57	2.35	9.77	19.93	27.16
3	AllGestureWimoteX	36.80	38.15	32.91	24.82	10.00	36.92	32.78	43.78
4	AllGestureWimoteY	39.82	39.10	37.02	23.39	10.03	38.80	37.83	46.49
5	AllGestureWimoteZ	31.95	31.15	33.87	15.43	11.51	33.91	32.04	38.78
6	ArrowHead	42.27	45.97	48.32	32.11	38.51	41.26	34.06	42.03
7	BME	36.93	40.81	41.49	40.27	36.13	41.73	38.13	42.21
8	Beet	31.33	33.00	35.67	20.00	22.67	36.33	33.93	29.33
9	BeetFly	55.40	55.00	60.50	50.00	50.00	59.00	68.00	70.00
10	BirdChicken	64.00	70.80	55.00	50.00	50.00	71.00	67.00	68.00
11	CBF	61.00	59.97	58.34	33.20	64.45	65.31	58.66	51.31
12	Car	49.80	49.80	50.50	24.67	26.33	50.67	40.03	45.60
13	Chatinatown	62.96	62.11	58.87	54.49	45.51	62.94	59.10	64.53
14	ChlorineConcentration	41.58	43.47	43.05	35.27	35.96	44.63	43.55	45.55
15	CinCECGTorso	37.14	49.42	41.05	35.70	30.52	50.39	45.08	46.80
16	Coffee	61.43	66.57	62.86	49.29	53.57	66.43	65.71	75.00
17	Computers	41.92	54.16	51.12	47.28	51.60	54.00	54.28	54.48
18	CricketX	33.79	35.04	33.45	7.95	10.62	38.36	44.06	46.39
19	CricketY	44.44	36.55	31.88	8.77	9.33	35.36	44.40	47.09
20	CricketZ	41.57	32.33	28.08	8.92	11.33	33.38	44.99	45.27
21	Crag	52.52	53.74	56.48	44.00	63.37	54.45	56.94	63.25
22	DiatomSizeReduction	63.35	71.07	55.82	30.00	30.20	72.12	45.77	67.36
23	DistalPhalenxOutlineAgeGroup	47.25	49.29	59.12	45.04	62.30	49.35	57.99	51.83
24	DistalPhalenxOutlineCorrect	53.12	56.22	66.17	51.67	55.87	64.42	59.57	63.12
25	DistalPhalenxTW	50.76	52.23	56.63	25.47	49.35	52.23	57.77	59.42
26	DodgerLoopDay	26.20	29.05	30.07	13.75	15.00	30.25	26.00	31.25
27	DodgerLoopGame	55.22	56.87	53.64	49.57	52.17	56.23	52.01	56.93
28	DodgerLoopWeekend	58.84	56.29	68.84	45.22	54.78	58.99	69.90	57.19
29	ECG200	61.40	63.20	61.40	52.80	64.52	61.40	67.30	67.40
30	ECG5000	73.57	71.83	89.10	49.16	90.76	82.03	90.46	91.12
31	ECGFiveDays	54.18	52.99	56.27	50.06	51.91	55.08	50.88	59.77
32	EGGHorizontalSignal	37.19	29.45	35.52	31.96	10.70	28.73	28.86	39.51
33	EGGVerticalSignal	26.15	26.60	25.62	23.43	9.83	23.59	21.59	27.16
34	Earthquakes	60.12	58.76	71.24	74.82	74.82	60.29	72.50	72.09
35	ElectricDevices	68.39	69.51	68.90	67.86	60.71	68.57	68.82	64.59
36	EthanolLevel	25.15	31.18	32.74	24.88	25.12	27.76	32.14	32.40
37	FaceAll	56.89	57.38	52.60	7.87	17.49	59.91	53.41	57.25
38	FaceFour	57.36	60.00	38.07	21.36	31.50	58.41	38.75	47.68
39	FacesUCR	48.81	42.41	48.23	7.53	14.25	50.26	46.51	48.29
40	FiftyWords	32.49	27.16	35.93	28.56	10.73	29.80	29.78	40.44
41	Fish	37.99	40.66	37.71	19.43	13.94	37.49	37.70	40.94
42	FordA	68.92	71.77	80.55	59.04	69.17	82.76	83.39	81.52
43	FordB	60.70	62.61	70.78	61.02	57.93	68.99	67.27	66.54
44	FreezerRegularTrain	71.31	74.21	54.41	59.09	52.78	71.61	61.98	62.43
45	FreezerSmallTrain	55.52	55.64	57.34	44.18	44.88	52.60	58.16	52.53
46	Fungi	23.28	14.41	24.48	20.51	11.08	14.52	19.78	18.09
47	GestureMidAirD1	28.15	16.92	19.23	19.14	12.12	23.54	25.17	39.17
48	GestureMidAirD2	13.51	6.46	13.46	4.92	7.78	11.85	15.82	22.58
49	GestureMidAirD3	12.77	9.08	11.15	11.23	5.08	11.85	12.58	13.91
50	GesturePebbleZ1	50.65	44.05	47.09	26.77	38.63	44.77	51.41	52.12
51	GesturePebbleZ2	56.73	50.56	53.35	36.20	33.80	56.48	54.16	59.27
52	GunPoint	60.05	66.69	55.13	48.40	47.73	60.00	56.40	52.40
53	GunPointAgeSpan	59.49	60.59	57.06	51.58	49.62	60.57	57.51	53.11
54	GunPointMaleVersusFemale	66.18	63.11	67.59	49.87	47.47	65.63	71.22	76.27
55	GunPointOldVersusYoung	87.24	90.18	93.52	78.29	48.57	90.79	96.10	99.56
56	Ham	59.81	57.45	56.23	48.57	49.71	59.90	56.57	51.24
57	HandOutlines	65.57	66.36	65.38	64.32	64.05	66.16	66.35	64.28
58	Haptics	27.40	28.70	26.19	19.81	20.06	28.53	26.92	27.97
59	Herring	53.50	55.88	54.06	51.88	51.88	56.56	52.53	58.56
60	HouseTwenty	70.39	57.14	63.24	48.40	54.79	71.26	48.35	69.41
61	InitialSkate	19.67	15.75	19.49	16.00	14.18	18.78	19.40	21.11
62	InsectEGGSmallTrain	69.13	71.18	83.90	85.38	87.15	72.45	65.31	65.51
63	InsectEGGLargeTrain	67.34	71.52	89.88	56.63	72.57	74.70	93.10	86.84
64	InsectWingbeatSound	20.47	14.26	22.87	9.09	9.32	18.90	19.40	25.99
65	ItalyPowerDemand	67.35	65.55	61.10	49.91	69.69	69.23	84.53	63.76
66	LargeKitchenAppliances	72.12	69.65	77.86	46.08	46.59	78.36	72.84	73.00
67	Lightning7	56.72	54.10	56.89	54.43	55.74	60.98	58.69	55.08
68	Lightning7	36.15	35.62	33.15	19.18	26.03	35.62	38.77	39.12
69	Mallat	35.91	26.42	33.05	15.43	12.47	33.39	31.37	40.87
70	Meat	46.60	49.73	45.63	33.33	33.33	47.67	43.17	46.20
71	MedicalImages	52.91	44.42	53.83	51.45	49.08	52.29	50.81	55.41
72	MelbournePedestrian	68.53	62.94	69.50	39.53	22.90	71.26	70.95	71.68
73	MiddlePhalenxOutlineAgeGroup	46.52	36.88	51.09	27.53	61.69	49.09	44.71	47.53
74	MiddlePhalenxOutlineCorrect	59.27	52.51	55.14	48.59	51.41	60.10	53.33	51.07
75	MiddlePhalenxTW	43.71	39.64	40.52	21.30	34.16	45.97	50.82	45.06
76	MixedShapesRegularTrain	79.62	78.52	71.27	22.80	38.91	83.27	71.35	67.12
77	MixedshapesSmalTrain	59.86	51.69	49.41	21.01	21.18	62.99	63.29	51.54
78	MoteStrain	73.52	73.10	70.78	49.22	72.73	72.83	76.43	67.14
79	NonInvasiveFetalECGThorax1	16.24	8.66	9.92	2.39	2.92	12.31	18.02	44.45
80	NonInvasiveFetalECGThorax2	20.81	8.60	11.22	2.15	3.21	13.57	18.03	41.88
81	OSULeaf	63.10	62.63	59.86	16.03	27.01	60.25	65.83	61.97
82	OliveOil	44.13	40.00	40.00	40.00	40.00	38.00	38.00	48.67
83	PLAID	29.83	25.33	27.60	15.12	13.61	29.24	34.59	28.27
84	PhalangesOutlinesCorrect	61.60	62.49	59.80	63.26	57.18	63.62	59.61	64.61
85	Phoneme	21.55	16.32	19.59	17.21	7.01	19.76	22.79	20.79
86	PickupGestureWimoteZ	31.68	29.20	27.16	10.53	11.20	31.20	30.08	33.92
87	PigAirwayPressure	11.88	7.46	7.88	8.21	3.08	6.92	11.13	12.04
88	PigArtPressure	15.13	6.15	11.54	6.98	2.31	9.13	17.62	21.46
89	PigCVP	9.79	4.33	10.14	9.14	5.62	7.69	10.26	13.73
90	Plane	62.48	62.48	44.48	16.19	55.62	63.81	65.33	60.95
91	PowerCons	63.16	59.78	82.72	57.78	83.13	66.44	78.78	83.36
92	ProximalPhalenxOutlineAgeGroup	56.55	56.20	65.85	40.68	71.61	63.41	70.54	52.37
93	ProximalPhalenxOutlineCorrect	63.20	57.94	70.27	38.97	67.29	71.75	71.62	72.01
94	ProximalPhalenxTW	65.05	65.37	65.71	28.39	59.90	71.41	88.99	87.61
95	RefrigerationDevices	45.06	44.21	48.03	33.33	48.37	46.61	45.90	48.17
96	Rock	27.60	22.00	30.20	30.45	28.40	25.60	31.40	24.00
97	ScreenType	52.44	52.54	46.09	33.33	36.76	51.57	40.99	44.11
98	SemghandGenderCh2	56.55	57.53	56.38	51.73	53.00	58.67	53.10	53.46
99	SemghandMovementCh2	37.29	38.23	39.48	31.37	19.76	39.29	38.61	41.26
100	SemghandSubjectCh2	45.22	46.83	42.37	32.09	21.56	44.58	39.74	45.29
101	ShapeletSim	50.64	48.11	45.98	50.07	50.67	49.89	48.83	54.40
102	ShapeletSim	50.64	48.11	45.98	50.07	50.67	49.89	48.83	54.40
103	ShapeletSim	50.64	48.11	45.98	50.07	50.67	49.89	48.83	54.40
104	ShapeletSim,All appliances	64.84	64.84	48.47	25.60	84.84	71.41
105	ShapeletSim,All objects,All appliances
106	ShapeletSim,All objects,All objects,All appliances
107	ShapeletSim,All objects,All objects,All objects,All appliances
108	ShapeletSim,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects,All objects
109	Strawberry	66.81	74.49	73.24	58.71	52.86	76.27	60.43	56.30
110	SwedishLeaf	43.34	52.42	62.11	6.50	19.81	65.02	56.70
111	Symbols
112	SyntheticControl	50.73	53.53	66.83	12.31	42.72	46.63	39.23	44.29
113	ToeSegmentation1	66.02	64.84	71.32	52.63	71.75	64.82	67.96
114	ToeSegmentation2
115	Trace
116	TwoLeadECG	61.86	57.53	50.69	20.00	46.80	69.80	65.16	52.16
117	TwoPatterns
118	UADF