Table 20: Multi-scale analysis of w/o cross-scale fusion based on 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	0.5500	0.0100	0.2500	54	0	1	1	25	0	7	37	18
2	Adiac	0.1074	0.0327	0.0077	34	5	8	13	3	0	1	40	2
3	AllGestureWimoteX	0.4697	0.1337	0.0980	280	45	49	43	18	51	32	293	36
4	AllGestureWimoteY	0.5503	0.0543	0.0994	360	13	25	38	70	0	5	321	65
5	AllGestureWimoteZ	0.5723	0.1109	0.0977	348	25	53	77	68	1	68	400	0
6	ArrowHead	0.6366	0.3029	0.4114	93	34	19	34	53	19	8	48	64
7	BME	0.4747	0.3467	0.5653	21	2	50	8	41	44	41	27	44
8	Beef	0.3667	0.2000	0.2000	10	5	1	6	6	0	3	8	3
9	BeetFlye	0.8000	0.5000	0.5000	10	4	6	0	0	10	4	10	6
10	BirdChicken	0.8500	0.5000	0.5000	9	2	8	0	0	10	2	9	8
11	CBF	0.8978	0.3311	0.4153	510	0	298	0	76	298	21	455	353
12	Car	0.6667	0.0833	0.2167	35	0	5	5	13	0	1	28	12
13	Chinatown	0.7438	0.7391	0.7246	8	6	249	5	0	250	4	11	246
14	ChlorineConcentration	0.5973	0.2367	0.5326	2091	707	202	909	2045	0	377	625	1668
15	CinCECGTorso	0.4768	0.0845	0.1759	588	46	70	115	241	2	38	453	205
16	Coffee	1.0000	0.4643	0.4643	15	0	13	0	0	13	0	15	13
17	Computers	0.6960	0.5984	0.5000	54	30	120	43	18	107	46	95	79
18	CricketX	0.4769	0.1723	0.0949	125	6	61	67	37	0	33	182	4
19	CricketY	0.4785	0.0846	0.1149	155	1	32	33	45	0	22	163	23
20	CricketZ	0.4769	0.1564	0.1631	142	17	44	45	48	16	8	131	55
21	Cropland	0.6986	0.1058	0.0225	10215	256	1522	1767	368	11	193	11551	186
22	DiatomSizeReduction	0.7320	0.2915	0.2039	194	59	30	81	54	8	17	179	45
23	DistalPhalanxOutlineAgeGroup	0.4226	0.2222	0.4604	46	11	60	58	51	13	18	60	46
24	DistalPhalanxCorrect	0.7829	0.5929	0.5888	68	17	148	8	4	157	21	76	140
25	DistalPhalanxTW	0.7065	0.2806	0.2806	63	4	35	0	0	39	4	63	35
26	DodgerLoopDay	0.2450	0.1125	0.2000	19	8	1	8	15	16	20	20	0
27	DodgerLoopGame	0.7261	0.4783	0.4783	51	16	50	0	0	66	16	51	50
28	DodgerLoopWeekend	0.9029	0.2609	0.2609	99	10	26	0	0	36	10	99	26
29	ECG200	0.6940	0.6440	0.6400	6	1	63	0	0	64	1	63	3
30	ECG5000	0.9396	0.2929	0.0191	2940	30	1288	1314	82	4	6205	203	23
31	ECGFiveDays	0.6156	0.5029	0.5029	375	278	155	0	0	433	278	375	155
32	EOGHorizontalsignal	0.4779	0.1492	0.0304	134	15	39	53	10	1	8	170	3
33	EOGVerticalSignal	0.3265	0.0657	0.0801	100	6	18	11	16	13	15	104	14
34	Earthquakes	0.7511	0.2518	0.2518	104	35	0	0	35	35	104	0
35	ElectricDevices	0.7407	0.0929	0.0929	4548	463	254	642	641	75	187	5182	530
36	EthanolLevel	0.4480	0.2392	0.2408	121	17	103	118	18	2	120	223	1
37	FaceAll	0.9155	0.0643	0.0095	1447	8	100	109	16	0	5	1536	11
38	FaceFour	0.4545	0.0455	0.1591	40	4	0	3	13	1	5	31	9
39	FacesUCR	0.8332	0.1257	0.0474	1456	6	252	258	97	0	10	1621	87
40	FiftyWords	0.3143	0.0088	0.0400	142	3	1	4	18	0	4	128	15
41	Fish	0.6629	0.0457	0.2571	111	3	5	7	44	1	2	73	43
42	FordA	0.9098	0.6244	0.4841	425	48	776	200	15	624	60	622	579
43	FordB	0.7788	0.5521	0.5049	275	91	356	47	9	400	100	322	309
44	FreezerRegularTrain	0.9882	0.5004	0.5000	1409	19	1407	1	0	1425	19	1410	1406
45	FreezerSmallTrain	0.6216	0.4220	0.5000	1167	598	605	164	387	1038	705	1052	720
46	Fungi	0.1882	0.0710	0.0806	35	13	0	13	15	0	15	35	0
47	GustureMidAirD1	0.2631	0.0308	0.0385	31	1	3	4	5	0	3	32	2
48	GustureMidAirD2	0.2385	0.0231	0.0185	28	0	3	3	2	0	0	29	2
49	GustureMidAirD3	0.1538	0.0308	0.0323	19	3	1	3	3	1	2	18	2
50	GusturePebbleZ1	0.7395	0.1919	0.3198	204	13	1	23	32	32	21	93	34
51	GusturePebbleZ2	0.8139	0.1329	0.2595	109	1	20	18	38	3	19	106	22
52	GunPoint	1.0000	0.9533	0.4933	7	0	143	69	0	74	0	76	74
53	GunPointAgeSpan	0.7506	0.5544	0.4937	67	5	170	84	65	91	70	151	86
54	GunPointMaleVersusFemale	0.9968	0.4399	0.4747	176	0	139	4	15	135	0	165	150
55	GunPointOldVersusYoung	1.0000	0.9873	0.5238	4	0	311	146	0	165	0	150	165
56	Ham	0.6381	0.5143	0.5143	35	22	32	0	0	54	22	35	32
57	HandOutlines	0.7741	0.6405	0.6405	81	31	206	0	0	237	31	81	206
58	Haptics	0.3662	0.1883	0.2370	77	22	36	58	73	0	27	67	46
59	Herring	0.7188	0.4062	0.4062	31	11	15	0	0	26	11	31	15
60	HouseTwenty	0.9328	0.4202	0.4202	62	1	49	0	0	50	1	62	49
61	InlineSkate	0.1880	0.0710	0.0806	35	13	0	13	15	0	15	35	0
62	InsectEPGSmallTrain	0.8313	0.6426	0.0008	89	42	118	160	0	0	0	207	0
63	InsectEPGSmallD2	0.2385	0.0231	0.0185	28	0	3	3	2	0	0	29	2
64	InsectWingbeatSound	0.3357	0.1285	0.0943	519	109	146	240	173	14	70	548	116
65	ItalyPowerDemand	0.9499	0.5015	0.5015	481	20	496	0	0	516	20	481	496
66	LargeKitchenAppliances	0.8240	0.3333	0.2888	205	21	104	125	108	0	22	223	86
67	Lightning2	0.6093	0.6410
68	Lightning7	0.1010	0.3178	0.6849
69	Mast	0.5092	0.2370	0.1454	674	36	520	509	294	47	0	853	341
70	Meat	0.6633	0.3333	0.1500
71	MedicalImages	0.6405	0.4261	0.1800	206	43	281	261	74	62	51	401	85
72	MelbournePedestrian	0.9030	0.0079	0.1012	2198	5	14	17	246	2	7	1972	241
73	MiddlePhalanxOutlineAgeGroup	0.5870	0.5714
74	MiddlePhalanxOutlineCorrect	0.7993	0.6852	0.5704	518	182277
75	MiddlePhalanxTW	0.5506	0.2506
76	MixedShapeRegularTrain	0.9509	0.1340
77	MixedShapeSmalTrain	0.6786	0.3753
78	MoteStrain	0.8997	0.4617
79	NonInvasiveFetalECGThorax1	0.2532	0.0193
80	NonInvasiveFetalECGThorax2	0.1859
81	OSULeaf	0.9628	0.1860
82	OliveOil	0.4000	0.4000
83	PLAID	0.3158	0.1713
84	PhalangesOutlinesCorrect
85	Phoneme
86	PickupGestureWimoteZ
87	PigAirwayPressure
88	PigArtPressure
89	PigCVP
90	Plane
91	PowerCon
92	ProximalPhalanxOutlineAgeGroup
93	ProximalPhalanxTW
94	RefrigerationDevices
95	Rock
96	Rock
97	ScreenType
98	SemigHandGenderCh2
99	SemigHandMovementCh2
100	SemigHandSubjectCh2
101	ShakeGestureWimoteZ
102	ShapeletSim
103	ShapesAll
104	SmallKitchenAppliances
105	SmoothSubspace
106	SonyABORRobotSurface1
107	SonyABORRobotSurface2
108	StarLightCurves
109	Strawberry
110	SedishLeaf
111	Symbolis
112	SyntacticControl
113	SeegumentLibraryX
114	SeegumentLibraryZ
115	Trace
116	TwoLeadECG
117	Twopatterns
118	UMD
119	UWaveGestureLibraryAll
120	UWaveGestureLibraryX
121	UWaveGestureLibraryY
122	UWaveGestureLibraryY
123	Wafer
124	Wine
125	WordSynonyms
126	Worms