Table 12: The test classification accuracy (%) on UCR archive with Sym  ${50}\%$  noisy labels.
ID	Dataset	Standard	MixUp	Co-teaching	FINE	SREA	SELC	CULCU	Scale-teaching
1	ACSF1	41.00	45.00	36.96	10.00	29.60	47.00	47.20	42.00
2	Adiac	12.48	8.56	6.39	2.20	4.09	9.97	23.55	31.65
3	AllGestureWimoteX	33.14	22.89	29.32	31.29	18.09	32.17	26.40	37.91
4	AllGestureWimoteY	36.51	31.00	32.46	19.05	16.97	35.00	31.64	39.57
5	AllGestureWimoteZ	38.14	28.69	32.02	11.29	14.57	37.49	33.63	42.95
6	ArrowHead	34.29	31.31	31.43	33.94	30.29	38.40	37.83	39.25
7	BME	33.23	13.73	34.00	35.73	35.87	33.33	33.33	36.80
8	Beet	23.33	21.33	29.67	20.00	20.00	30.33	31.00	30.00
9	BeetFly	51.00	40.00	49.00	50.00	46.00	53.00	52.00	50.00
10	BirdChicken	59.00	45.00	60.50	50.00	55.00	61.00	52.50	71.00
11	CBF	61.35	44.33	58.24	33.29	63.22	60.93	53.36	64.30
12	Car	49.33	38.33	42.50	23.33	23.33	50.00	38.17	30.67
13	Chinatown	60.79	58.71	62.15	65.51	36.52	59.54	55.30	57.22
14	ChlorineConcentration	43.88	41.59	46.69	29.47	50.27	41.63	44.85	49.17
15	CineCCGTorso	42.43	44.10	34.84	24.91	31.44	45.55	31.86	40.47
16	Coffee	60.00	54.29	55.36	47.86	46.43	53.71	52.50	65.71
17	Computers	49.74	51.47	54.24	47.76	50.48	51.76	47.60	54.16
18	CricketX	31.32	25.20	24.77	8.36	13.08	28.05	43.39	39.73
19	CricketY	33.67	29.13	28.45	8.46	20.77	31.67	46.77	41.13
20	CricketZ	29.69	24.71	26.90	7.49	20.77	26.92	35.78	33.10
21	Crag	67.58	68.22	68.04	44.52	64.11	67.81	68.23	70.12
22	DiatomSizeReduction	54.34	63.23	47.78	33.53	50.65	61.50	47.68	57.49
23	DistalPhalenOnlineAgeGroup	50.85	53.96	64.26	38.71	62.30	66.62	66.62	63.57
24	DistalPhalenOnlineCorrect	51.52	52.32	51.59	48.33	48.33	48.04	50.93	50.87
25	DistalPhalenTW	55.65	55.57	56.97	29.78	51.65	59.14	58.27	59.17
26	DodgerLoopDay	19.15	21.40	26.37	14.50	15.00	23.00	21.90	28.25
27	DodgerLoopGame	49.71	48.70	50.88	49.57	50.72	50.29	53.33	50.06
28	DodgerLoopWeekend	62.46	64.46	62.96	11.29	18.86	44.81	43.64	77.45
29	ECG200	49.80	49.48	52.20	52.80	40.80	50.20	53.60	58.40
30	ECG5000	69.14	76.27	90.83	39.94	90.15	88.90	90.50	91.58
31	ECGFiveDays	50.46	51.34	53.93	49.71	51.86	50.31	50.71	44.87
32	EOGHorizontalSignal	38.43	34.56	37.76	35.30	13.65	31.82	30.34	41.30
33	EOGVerticalSignal	26.25	22.59	23.72	20.32	11.49	23.31	19.25	29.73
34	Earthquakes	53.32	54.10	66.98	74.82	64.75	51.94	61.37	60.78
35	ElectricDevices	67.65	66.58	68.36	64.03	57.10	67.89	68.50	64.91
36	EthanolLevel	32.62	28.57	31.75	25.38	25.20	27.76	32.60	35.02
37	FaceAll	56.62	46.70	50.99	10.62	10.12	56.96	52.02	53.53
38	FaceFour	40.68	50.45	42.16	23.18	32.00	50.68	38.98	35.05
39	FacesUCR	44.98	42.32	42.96	11.29	18.86	44.81	43.64	41.57
40	FiftyWords	31.64	29.46	33.14	28.54	12.97	30.99	30.30	37.51
41	Fish	48.69	51.20	35.93	13.71	16.00	47.77	35.41	32.55
42	FordA	49.46	49.33	56.38	52.47	51.59	54.58	49.19	54.83
43	FordB	50.39	49.81	47.09	46.53	50.10	50.52	45.95	48.54
44	FreezerRegularTrain	38.15	53.98	48.56	54.20	55.21	54.46	45.08	47.16
45	FreezerSmallTrain	32.25	47.09	50.30	51.39	50.47	43.63	50.17	51.81
46	Fungi	15.59	17.20	16.32	18.34	10.75	15.59	17.92	19.18
47	GestureMidAirD1	19.48	17.32	13.32	6.92	15.38	18.46	22.69	24.18
48	GestureMidAirD2	17.08	12.31	9.29	5.08	10.46	13.08	17.57	25.29
49	GestureMidAirD3	10.92	10.80	7.65	9.02	6.92	9.38	13.42	12.12
50	GesturePebbleZ1	41.67	37.16	49.58	23.02	35.37	41.30	57.20	47.81
51	GesturePebbleZ2	48.25	49.97	50.61	19.87	41.57	51.04	44.49	55.39
52	GunPoint	37.68	35.44	46.00	49.87	47.87	36.27	47.60	52.80
53	GunPointAgeSpan	50.09	50.30	48.34	49.05	50.13	50.00	46.30	55.44
54	GunPointMaleVersusFemale	46.68	44.89	55.09	49.30	49.49	48.61	51.14	56.75
55	GunPointOldVersusYoung	53.69	56.10	61.82	50.79	50.48	61.46	54.79	70.54
56	HandOutlines	38.01	35.18	47.62	46.97	47.19	35.51	35.25	47.14
57	Haptics	24.61	29.77	25.95	20.39	21.75	28.83	24.35	28.16
58	Herring	51.06	56.00	59.38	51.88	55.63	52.81	59.38	59.69
59	HouseTwenty	35.29	55.16	48.07	51.60	48.40	55.46	55.50	53.78
60	InLineState	20.43	19.03	19.79	15.64	18.36	19.24	21.40	19.78
61	InsectEPEGrafterain	71.20	72.48	82.21	85.14	93.25	78.23	69.52	76.87
62	InsectEPEGSmallain	58.68	55.71	75.78	51.97	75.78	75.30	64.90	75.78
63	InsectWingbeatSound	20.92	19.37	18.73	9.09	9.09	20.92	18.96	23.04
64	ItalyPowerDemand	48.54	47.88	50.46	50.03	51.74	48.92	49.49	49.83
65	LargeKingsAppliances	57.01	62.35	64.25	36.75	40.27	70.88	57.23	60.03
66	Lighting2	55.08	52.00	52.62	50.82	47.61	52.46	51.15	58.03
67	MoteStrain	43.45	41.48	50.14	47.65	44.47	43.59	43.57	47.77
68	NonInvasiveFetalECGThorax1	20.65	13.78	8.20	2.50	2.95	15.37	27.85	60.91
69	NonInvasiveFetalECGThorax2	21.97	14.82	8.65	2.40	2.90	15.37	32.00	61.47
70	OSULeaf	66.60	57.31	47.21	19.09	40.17	56.12	48.47	48.46
71	MedicalImages	53.02	52.82	57.34	42.74	51.45	56.39	54.61	58.01
72	MelbournePedestrian	84.49	84.78	87.37	48.33	29.05	86.96	86.85	87.17
73	MiddlePhalenOutlineAgeGroup	43.79	40.70	35.79	34.16	37.92	42.60	54.29	46.42
74	MiddlePhalenOutlineCorrect	46.21	47.64	46.63	42.96	45.77	47.63	45.99	48.59
75	MiddlePhalenTW	48.73	48.60	51.36	23.38	55.84	52.34	54.25	53.38
76	MixedShapesRegularTrain	80.82	84.57	84.04	20.86	46.24	86.16	78.97	69.96
77	MixedShapesSmalTrain	58.86	57.25	71.97	21.19	23.96	75.84	59.24	46.12
78	MoteStrain	43.45	41.48	50.14	47.65	44.47	43.59	43.57	47.77
79	NonInvasiveFetalECGThorax1	20.65	13.78	8.20	2.50	2.95	15.37	27.85	60.91
80	NonInvasiveFetalECGThorax2	21.97	14.82	8.65	2.40	2.90	15.37	32.00	61.47
81	OSULeaf	66.60	57.31	47.21	19.09	40.17	56.12	48.47	48.46
82	OliveOil	33.63	33.77	30.50	24.45	20.48	32.40	34.63	32.62
83	PLAID	32.62	33.77	30.50	24.45	20.48	32.40	34.63	32.62
84	PhanagesOutlinesCorrect	52.63	53.25	52.19	50.73	51.86	56.22	47.93	49.03
85	PhoneName	20.13	18.93	19.15	17.54	9.44	20.22	21.72	19.73
86	PickupGestureWimoteZ	26.72	25.28	30.80	10.00	16.80	40.60	31.76	43.33
87	PigAirwayPressure	9.52	7.00	7.69	3.42	3.85	7.69	11.90	9.90
88	PigArtPressure	9.90	8.27	9.38	4.52	2.88	8.17	17.21	18.42
89	PigCVP	7.21	6.00	7.93	2.67	5.58	5.96	8.94	10.33
90	Plane	78.13	81.75	67.57	14.10	73.14	82.86	81.52	68.76
91	PowerCons	50.56	51.73	50.06	48.11	50.31	50.56	49.17	37.33
92	ProximalPhalenOutlineAgeGroup	65.13	67.98	69.06	29.07	71.71	73.56	83.86	72.70
93	ProximalPhalenOutlineCorrect	53.92	49.73	59.49	61.03	46.32	48.73	45.60	61.03
94	ProximalPhalenTW	73.01	73.89	69.22	22.34	67.80	43.56	45.62	47.79
95	RefrigerationDevices	42.30	41.14	44.64	37.33	45.55	43.36	45.62	43.77
96	Rock	29.60	27.20	25.40	19.20	28.40	26.80	31.00	26.40
97	ScreenType	47.13	47.84	43.20	36.11	39.73	46.45	43.76	41.29
98	SengHandGenderCh2	47.51	49.70	56.14	41.72	41.00	49.93	48.03	46.95
99	SengHandMovementCh2	42.62	38.52	42.91	35.11	27.16	40.40	39.93	43.32
100	SengHandSubjectCh2	44.76	49.64	43.21	24.37	26.00	48.36	43.08	46.44
101	ShakeGestureWimoteZ	39.12	32.16	29.84	15.60	16.40	34.00	47.80	28.48
102	ShapeletSim	51.78	52.18	49.94	50.00	57.02	52.00	48.09	59.98
103	ShapeLessAll	42.84	41.01	47.87	43.63	46.84	51.87	48.22	48.78
104	SmoothKitchenAppliances	55.62	57.22	63.45	53.89	50.14	63.47	57.20	57.65
105	SmoothSubspace	51.60	68.33	68.33	33.33	50.64	51.47	71.88	56.40
106	SonyABORobotSurface1	56.49	54.22	71.80	51.41	52.45	56.84	54.74	54.74
107	SonyABORobotSurface2	48.29	48.87	46.92	47.66	47.94	47.97	48.67	61.36
108	StarLightCurves	86.01	89.49	87.59	63.60	85.41	91.02	89.15	86.81
109	Strawberry	48.92	47.99	46.06	41.41	47.46	47.46	43.03	45.33
110	WormsTwoClass	53.51	49.09	56.49	43.69	47.58	43.92	47.80	59.48
111	Wafer	50.42	50.24	43.06	28.52	50.98	50.48	49.69	51.20
112	SyntheticControl	42.23	42.69	62.90	16.67	80.07	72.93	89.60	88.32
113	ToeSegmentation2	41.23	42.93	46.04	25.14	47.68	43.07	41.32	49.47
114	Trace	53.54	57.13	53.42	43.80	46.60	56.20	60.92	63.60
115	TwoLeadECG	42.84	54.34	47.87	49.99	50.48	52.61	50.59	44.02
116	TwoPatterns	46.82	41.01	79.68	24.85	63.84	61.87	78.81	85.17
117	UADF