Table 11: The test classification accuracy (%) on UCR archive with Sym  ${20}\%$  noisy labels.
ID	Dataset	Standard	MixUp	Co-teaching	FINE	SREA	SELC	CULCU	Scale-teaching
1	ACS1	71.44	73.28	67.00	10.00	54.00	70.40	73.68	66.20
2	Advis	14.63	12.04	11.51	2.30	3.07	19.18	33.06	52.43
3	AllGestureWimoteX	49.68	45.01	55.67	36.09	10.00	46.43	44.25	56.66
4	AllGestureWimoteY	61.37	53.29	57.01	14.03	16.91	61.14	50.07	64.94
5	AllGestureWimoteZ	55.09	50.13	52.34	18.20	20.09	51.00	47.42	64.31
6	AnatomyHead	65.53	67.77	60.72	32.11	61.14	66.74	62.31	61.71
7	BME	48.05	51.73	47.77	47.47	50.67	49.87	48.73	79.33
8	Beef	46.67	47.33	49.33	20.00	33.33	46.67	44.47	38.00
9	BeetFly	75.00	72.20	78.00	50.00	81.00	75.00	68.00	85.00
10	BirdChicken	86.00	86.80	89.50	50.00	75.00	86.00	83.50	95.00
11	CBF	82.47	83.82	88.81	33.38	84.18	83.53	76.75	87.24
12	Car	65.33	66.40	68.67	25.00	23.33	65.00	53.90	67.33
13	Chinatown	70.13	81.55	83.28	36.52	72.46	82.43	83.54	73.91
14	ChlorineConcentration	60.87	61.19	59.64	47.34	55.08	58.51	57.82	61.17
15	CinCECGTorso	62.90	61.62	63.27	27.06	39.07	64.51	54.59	55.06
16	Coffee	83.43	87.43	87.43	49.29	69.29	91.43	88.57	100.00
17	Computers	72.06	73.49	71.44	57.04	70.00	74.40	71.24	72.00
18	CricketX	57.10	46.46	46.35	9.95	33.33	53.59	62.91	68.67
19	CricketY	56.80	44.05	31.64	8.62	13.08	49.74	59.88	59.23
20	CricketZ	51.53	37.46	37.82	8.46	26.41	45.13	53.71	69.95
21	Crop	72.84	73.24	73.29	69.97	65.65	72.07	72.25	74.44
22	DiatomSizeReduction	63.05	71.27	61.54	69.72	67.32	70.13	59.29	82.68
23	DistalPhalanxOutlineAgeGroup	70.13	70.39	71.23	50.50	69.06	72.09	72.83	76.62
24	DistalPhalanxOutlineCorrect	72.10	69.20	75.91	48.33	42.75	75.22	75.22	79.13
25	DistalPhalanxTW	66.78	66.16	64.72	29.78	58.27	67.34	65.74	72.52
26	DodgerLoopDay	24.40	28.50	33.55	15.50	15.00	31.25	35.10	36.25
27	DodgerLoopGame	57.14	62.03	65.71	50.43	52.17	68.84	66.16	50.00
28	DodgerLoopWeekend	85.07	80.29	85.61	45.22	33.33	85.80	86.16	86.96
29	ECG200	79.00	78.32	82.60	58.40	79.20	79.80	82.10	77.00
30	ECG5000	92.37	91.23	92.93	44.55	90.92	92.76	93.13	94.11
31	ECGFiveDays	77.11	77.19	74.38	49.71	71.17	76.54	64.21	60.49
32	EOGHorizontalSignal	49.08	42.81	47.42	41.22	10.36	40.61	41.91	52.49
33	EOGVerticalSignal	34.34	30.57	33.12	30.39	11.48	30.66	30.06	37.18
34	Earthquakes	70.65	68.78	74.53	45.04	74.82	72.81	74.62	74.82
35	ElectricDevices	72.17	72.97	72.72	63.62	64.35	72.44	72.48	70.35
36	EthanolLevel	47.78	47.52	46.61	29.00	25.20	33.20	46.66	57.12
37	FaceAll	81.32	85.84	82.44	10.62	71.98	85.63	82.97	75.57
38	FaceFour	71.23	78.68	65.39	24.09	54.55	75.68	65.00	51.59
39	FacesUCR	77.40	60.71	65.10	10.35	34.73	69.41	75.38	80.37
40	FiftyWords	34.92	28.03	38.80	15.63	21.41	32.09	39.39	50.95
41	Fish	68.94	69.71	69.77	13.60	16.00	60.71	60.65	72.11
42	FordA	89.74	90.00	90.02	64.18	86.20	90.76	90.34	92.35
43	FordB	75.20	75.89	76.21	62.91	59.63	77.90	75.57	80.00
44	FreezerRegularTrain	91.76	95.56	92.97	61.60	76.21	88.20	93.81	84.07
45	FreezerSmallTrain	69.36	71.58	76.13	64.18	75.79	69.52	75.23	59.81
46	Fungi	39.87	22.11	24.62	24.52	23.66	31.18	44.09	26.34
47	GestureMidAirD1	31.31	28.62	25.31	24.00	19.23	33.85	32.20	43.23
48	GestureMidAirD2	29.23	23.42	21.92	3.85	13.08	26.92	27.51	34.62
49	GestureMidAirD3	16.31	14.49	14.52	14.00	8.46	15.38	20.08	23.85
50	GesturePebbleZ1	54.88	52.07	44.12	29.30	57.21	59.88	78.35	72.56
51	GesturePebbleZ2	73.39	73.11	74.44	32.78	57.72	75.95	75.09	81.27
52	GunPoint	71.79	76.53	69.47	49.87	57.33	81.47	70.24	76.00
53	GunPointAgeSpan	74.33	85.72	75.57	53.54	50.63	83.61	89.11	58.23
54	GunPointMaleVersusFemale	85.65	92.68	93.82	68.48	47.47	94.24	96.65	96.20
55	GunPointVersusYoung	78.11	65.18	67.24	49.71	57.90	68.96	65.00	100.00
56	Harp	63.62	65.18	67.24	49.71	57.90	68.96	65.00	63.81
57	HandOutlines	76.53	70.30	75.97	58.66	64.05	68.92	70.29	82.05
58	Haptics	38.61	39.27	38.06	19.87	26.62	37.27	36.81	38.70
59	Herring	54.94	62.69	59.69	55.63	59.38	62.81	59.38	66.56
60	HouseTwenty	79.52	83.13	83.12	48.40	57.98	84.03	84.81	67.39
61	InlineSkate	27.12	23.24	25.24	13.85	18.36	25.64	28.19	29.49
62	InsectEPRegularTrain	99.37	95.98	100.00	96.63	100.00	96.63	100.00	100.00
63	InsectEPGSmallTrain	72.17	73.25	93.88	93.25	95.46	77.03	95.46	100.00
64	InsectWingbeatSound	31.69	28.82	30.47	9.09	11.10	32.07	29.18	42.66
65	ItalyPowerDemand	75.12	78.53	84.47	49.91	83.45	90.38	90.79	89.08
66	LargeKitchenAppliances	85.79	85.91	87.07	43.71	67.24	87.20	83.18	86.67
67	Lightning2	56.28	63.21	62.62	52.46	59.61	64.26	63.77	62.30
68	Lightning7	50.73	55.01	56.16	21.10	50.96	56.44	51.97	53.97
69	Mallat	49.13	43.14	47.91	12.48	13.76	59.28	50.63	73.17
70	Meat	73.40	72.00	66.67	35.33	33.33	71.67	61.73	82.33
71	MedicalImages	66.11	61.14	67.42	34.47	51.45	65.66	61.89	70.45
72	MelbournePedestrian	90.99	91.95	91.82	56.87	29.00	90.29	90.16	95.18
73	MiddlePhalanxOutlineAgeGroup	50.49	49.77	57.95	49.48	61.69	58.31	56.52	49.61
74	MiddlePhalanxOutlineCorrect	73.79	75.01	77.56	48.59	57.04	77.87	74.31	67.01
75	MiddlePhalanxTW	53.17	52.44	54.48	28.05	55.84	55.97	54.22	50.91
76	MixedShapesRegularTrain	93.09	93.43	93.10	21.87	54.62	92.54	90.11	94.25
77	MixedShapesSmallTrain	80.06	72.49	69.00	20.59	35.86	75.47	77.16	70.95
78	MoteStrain	75.20	78.42	80.15	50.78	79.85	80.38	82.33	53.91
79	NonInvasiveFetalECGThorax1	36.94	24.37	11.79	2.44	4.99	38.12	40.73	87.54
80	NonInvasiveFetalECGThorax2	39.71	24.79	13.56	2.24	10.52	31.65	42.42	81.01
81	OSULeaf	88.94	85.52	87.60	15.21	41.49	87.60	87.73	82.89
82	OliveOil	44.67	42.00	42.00	40.00	40.00	40.00	43.67	66.67
83	PLAID	36.09	38.13	38.73	25.88	25.88	37.09	39.61	22.72
84	PhalangesOutlinesCorrect	77.26	77.60	76.36	47.74	65.29	76.83	77.69	71.93
85	Phoneme	27.10	24.62	27.13	19.76	11.18	25.63	27.60	25.45
86	PickupGestureWimoteZ	52.24	42.00	38.00	10.00	20.00	44.00	56.48	66.00
87	PigAirwayPressure	12.56	9.37	12.02	11.23	3.85	12.02	20.82	14.52
88	PigArtPressure	18.98	11.63	11.54	23.54	3.85	15.38	28.96	29.23
89	PigCVP	10.83	9.85	9.62	18.79	8.65	12.98	13.01	15.38
90	Plane	95.55	91.62	93.48	12.19	82.29	91.43	94.38	100.00
91	PowerCons	78.02	76.49	84.94	50.00	85.22	82.22	82.86	83.22
92	ProximalPhalanxOutlineAgeGroup	82.22	81.78	84.24	37.17	85.37	84.88	83.74	78.63
93	ProximalPhalanxOutlineCorrect	84.37	83.92	85.45	53.68	67.29	84.88	85.79	80.48
94	ProximalPhalanxTW	77.78	50.23	53.86	33.33	54.36	85.13	47.35	52.48
95	RefrigerationDevices	51.19	40.08	41.84	25.60	28.00	41.60	43.28	34.00
96	Rock	41.64	40.08	41.84	25.60	28.00	41.60	43.28	34.00
97	ScreenType	63.14	61.79	63.66	33.33	42.13	62.56	61.99	57.44
98	SyntheticsControl	73.73	74.07	71.61	67.82	65.00	73.07	72.84	74.10
99	SynthiesMovementZ	47.93	47.00	52.93	38.18	23.47	48.00	50.03	50.77
100	SynthiesSubjectZ	61.80	58.77	60.73	32.18	28.00	61.88	58.82	52.24
101	ShakeGateWimoteZ	96.87	97.08	97.14	57.32	85.39	97.19	96.95	95.82
102	ShapelyesumCurves	81.37	81.29	81.60	52.86	70.65	93.03	92.37	93.41
103	SwedishLeaf	89.89	83.71	90.64	6.27	33.88	88.83	85.42	95.36
104	SymbolS	76.37	63.00	67.16	22.44	70.37	60.16	69.00	60.80
105	SyntheticSubspace	76.00	85.20	92.13	33.33	88.53	90.00	92.67	90.70
106	SonyAlbotorRobotSurface1	77.34	83.94	87.07	45.76	84.65	83.66	83.48	78.74
107	SonyAlbotorRobotSurface2	76.00	82.14	88.14	41.66	81.98	82.88	82.56	79.24
108	StarLightcurves	96.87	97.08	97.14	57.32	85.39	97.19	96.95	95.82
109	StrawberryCurves	81.37	92.52	91.19	52.86	70.65	93.03	92.37	78.06
110	SwedishLeif	41.12	43.98	40.64	6.27	33.88	88.83	85.42	95.36
111	WalschL Leaf	46.37	63.00	67.16	22.44	70.37	60.16	69.00	60.80
112	SyntheticControl	71.47	93.19	97.80	20.00	98.48	96.20	97.90	96.33
113	ToeSegmentation1	84.12	79.30	84.51	50.53	83.26	84.91	85.48	73.68
114	ToeSegmentation2	77.23	74.43	82.33	43.69	84.74	87.99	85.22	82.84
115	Trace	95.16	92.24	92.20	22.00	23.04	90.00	96.80	96.60
116	TwoLeadECG	86.50	83.13	83.63	49.96	84.27	87.39	84.11	69.39
117	TwoPatterns	80.00	67.35	86.35	24.95	86.07	85.31	85.68	90.63
118	UMD	83.08	83.19	81.60	53.47	50.00	84.17	77.58	78.06
119	UWaveGestureLibraryX	74.12	68.99	72.08	12.38	12.62	61.99	67.12	80.18
120	UWaveGestureLibraryY	70.30	70.79	71.79	12.53	12.53	60.30	60.20	72.26