Table 19: Multi-scale analysis of Scale-teaching using UCR 128 archive with Sym  ${20}\%$  noisy labels.
ID	Dataset	fine	medium	coarse	a_t_b_f	a_f_b_t	a_t_b_t	b_t_c_f	b_f_c_t	b_t_c_t	c_t_a_f	c_t_a_t	c_t_a_t
1	ACSF1	0.6080	0.6640	0.6620	8	14	52	4	4	63	16	11	50
2	Adiac	0.0281	0.4890	0.5243	11	191	0	18	32	173	205	11	0
3	AllGestureWimoteX	0.4089	0.5526	0.5666	34	135	252	22	31	365	149	39	247
4	AllGestureWimoteY	0.4526	0.6643	0.6494	47	196	269	27	17	438	188	50	266
5	AllGestureWimoteZ	0.4863	0.6449	0.6431	39	150	301	31	30	420	164	55	286
6	ArrowHead	0.4194	0.5886	0.6171	11	41	62	2	7	101	46	11	62
7	BME	0.5347	0.7333	0.7933	6	36	74	0	9	110	45	6	74
8	Beef	0.2667	0.4000	0.3800	0	4	8	1	0	11	3	0	8
9	BeetFly	0.6000	0.8500	0.8500	0	5	12	0	0	17	5	0	12
10	BirdChicken	0.9600	0.8500	0.9500	3	1	16	1	3	16	1	1	18
11	CBF	0.7611	0.8311	0.8724	39	150	301	31	30	420	164	55	286
12	Car	0.4033	0.6633	0.6733	3	18	22	1	2	39	19	3	22
13	Chatinatown	0.7304	0.7391	0.7391	5	8	247	8	8	247	3	0	252
14	ChlorineConcentration	0.5724	0.6120	0.6117	265	417	1933	92	91	2258	484	333	1865
15	CinCECGTorso	0.5097	0.5007	0.5506	148	136	555	34	102	657	145	89	614
16	Coffee	1.0000	1.0000	1.0000	0	0	28	0	0	28	0	0	28
17	Computers	0.6824	0.7280	0.7200	2	14	168	4	2	178	12	3	168
18	CricketX	0.3923	0.6733	0.6867	16	126	137	9	14	254	132	18	135
19	CricketY	0.4549	0.5990	0.5923	25	81	152	16	13	218	85	31	155
20	CricketZ	0.6644	0.6990	0.6990	23	188	163	11	12	210	118	31	155
21	Crack	0.7035	0.7443	0.7444	545	1231	11273	215	217	12289	1292	604	11214
22	DiatomSizeReduction	0.8105	0.8333	0.8268	0	7	248	2	0	253	5	0	248
23	DistalPhalanxOutlineAgeGroup	0.6619	0.6647	0.6662	13	14	79	5	5	88	17	11	75
24	DistalPhalanxOutlineCorrect	0.7949	0.7986	0.7913	12	13	208	3	1	217	14	15	205
25	DistalPhalanxTW	0.6806	0.6806	0.6259	8	8	87	11	3	84	9	16	78
26	DodgerLoopDay	0.3500	0.3750	0.3625	12	14	16	3	2	27	14	13	15
27	DodgerLoopGame	0.5942	0.5087	0.5000	20	8	62	19	18	51	22	35	47
28	DodgerLoopWeekend	0.8826	0.8957	0.8696	1	3	120	5	1	119	0	2	120
29	ECG200	0.7500	0.7600	0.7700	1	2	74	0	1	76	2	0	75
30	ECG5000	0.9313	0.9415	0.9411	50	96	4141	15	13	4221	103	59	4132
31	ECGFiveDays	0.6039	0.6139	0.6049	14	23	506	15	7	513	11	10	510
32	EOGHorizontalSignal	0.3994	0.4608	0.5249	28	50	117	8	32	158	76	30	114
33	EOGVerticalSignal	0.2790	0.3315	0.3718	13	32	88	5	20	115	44	10	91
34	Earthquakes	0.7482	0.7468	0.7482	3	3	101	4	5	99	7	7	97
35	ElectricDevices	0.6540	0.6774	0.7035	289	470	4754	136	337	5087	718	336	4707
36	EthanolLevel	0.2520	0.5628	0.5712	46	202	80	15	19	267	208	48	78
37	FaceAll	0.6820	0.7729	0.7557	92	246	1060	40	11	1266	225	101	1052
38	FaceFour	0.3182	0.5023	0.5159	5	21	23	2	3	42	19	2	26
39	FacesUCR	0.5544	0.8270	0.8037	36	594	1101	111	63	1584	575	64	1073
40	FiftyWords	0.2725	0.4295	0.5095	2	73	122	21	58	174	112	4	120
41	Fish	0.4114	0.7074	0.7211	2	53	70	7	9	117	58	4	68
42	FordA	0.9124	0.9189	0.9235	25	34	1179	4	10	1209	42	27	1177
43	FordB	0.7719	0.7968	0.8000	37	57	588	8	11	637	65	42	583
44	FreezerRegularTrain	0.9062	0.8516	0.8407	220	65	2363	43	12	2384	72	258	2324
45	FreezerSmallTrain	0.6724	0.7077	0.5981	87	188	1829	434	1224	1583	72	283	1633
46	Fungi	0.0591	0.3430	0.2634	0	53	11	24	9	40	38	0	11
47	GestureMidAirD1	0.2492	0.4108	0.4323	5	26	27	6	9	47	31	7	25
48	GestureMidAirD2	0.2154	0.3215	0.3462	7	21	21	5	8	37	24	7	21
49	GestureMidAirD3	0.1308	0.1631	0.2385	1	5	16	2	12	19	16	2	15
50	GesturePebbleZ1	0.8233	0.7116	0.7256	25	6	117	3	6	119	8	24	117
51	GesturePebbleZ2	0.8025	0.8228	0.8127	8	11	119	4	2	126	13	11	16
52	GunPoint	0.8293	0.7840	0.7600	25	19	99	5	1	113	20	30	94
53	GunPointAgeSpan	0.4937	0.5127	0.5823	1	7	155	3	25	159	32	4	152
54	GunPointMaleVersusFemale	0.9968	0.9671	0.9620	9	0	306	2	0	304	0	11	304
55	GunPointOldVersusYoung	1.0000	1.0000	1.0000	0	0	315	0	0	315	0	0	315
56	Ham	0.5905	0.6286	0.6381	3	7	59	3	4	63	9	4	58
57	HandOutlines	0.6405	0.7870	0.8205	34	88	203	7	20	284	99	33	204
58	Haptics	0.2851	0.3890	0.3870	35	67	53	11	10	109	72	41	47
59	Herring	0.5938	0.6719	0.6656	7	12	31	2	41	41
60	HouseTwenty	0.6202	0.6773	0.6739	1	8	73	2	2	78
61	InlineKate	0.1585	0.2691	0.2949	30	91	57	20	34	128
62	InsectEPGRegularTrain	1.0000	1.0000	1.0000	0	0	249	0	0	249
63	InsectEPGSmallTrain	1.0000	1.0000	1.0000	0	0	249	0	0	249
64	InsectWingbeatSound	0.2799	0.4133	0.4266	131	395	423	109	135	710
65	ItalyPowerDemand	0.8871	0.8892	0.8908	4	6	909	2	4	913
66	LargeKitchenAppliances	0.8747	0.8645	0.8667	13	9	315	6	7	318
67	Lighting2	0.9693	0.9690	0.9700	3	1	36	1	26	36
68	Lighting7	0.3562	0.5068	0.5397	6	17	20	2	45	30
69	Mailat	0.2473	0.7108	0.7317	3	1090	577	109	158	1558
70	Meat	0.3333	0.7100	0.8233	1	249	28	8	41	31
71	MedicalImages	0.5797	0.7153	0.7045	56	159	384	33	25	511
72	MelbournePedestrian	0.8996	0.9343	0.9518	11	96	2193	11	53	2278
73	MiddlePhalanxOutlineAgeGroup	0.6104	0.5260	0.4961	26	13	68	10	5	716
74	MiddlePhalanxOutlineCorrect	0.5704	0.6227	0.6701	8	23	158	16	30	165
75	MiddlePhalanxTW	0.5195	0.5351	0.5091	12	14	68	8	45	75
76	MixedShapesRegularTrain	0.9326	0.9485	0.9425	47	85	2215	17	37	2283
77	MixedShapesSmallTrain	0.4317	0.7070	0.7095	151	819	896	106	112	1609
78	MoteStrain	0.5391	0.6193	0.5391	102	202	573	202	102	573
79	NonInvasiveFetalECGThorax1	0.0249	0.7906	0.8754	1	1506	48	44	211	1509
80	NonInvasiveFetalECGThorax2	0.0249	0.7719	0.8101	1	1469	48	140	215	1374
81	OSULeaf	0.8372	0.8132	0.8289	12	69	190	26	695
82	OliveOil	0.4000	0.6000	0.6667	1	71	11	3	17	9
83	PLAID	0.3289	0.2205	0.2272	61	3	116	5	9	113
84	PhalangesOutlinesCorrect	0.6704	0.6911	0.7193	27	43	550	14	38	579
85	Phoneme	0.2346	0.2684	0.2545	114	178	330	86	603
86	PickupGestureWimoteZ	0.3480	0.6600	0.6600	3	194	74	7	26
87	PigAirwayPressure	0.0654	0.1933	0.1452	4	31	10	17	7
88	PigArtPressure	0.0673	0.2663	0.2923	5	47	9	12	17
89	PigCVP	0.0721	0.1885	0.1538	8	32	7	15	8
90	PlaneCons
91	PowerCons
92	ProximalPhalanxOutlineAgeGroup	0.8537	0.8224	0.7863	10	4	165	7	0	161
93	ProximalPhalanxOutlineCorrect
94	ProximalPhalanxTW
95	RefrigerationDevices
96	Rock
97	ScreenType
98	SpermHandGenderCh2
99	SpermHandMovementCh2
100	SpermHandSubjectivePressure
101	ShakeGestureWimoteZ
102	ShapeletSim
103	ShapesAll
104	SmallKitchenAppliances
105	SmoothSurface
106	SonyALBORobotSurface1
107	SonyALBORobotSurface2
108	StarLightDevices
109	Strawberry
110	SwedishLeaf
111	Symbols
112	SymbolicControl
113	ToeSegmentation1
114	ToeSegmentation2
115	Wafe