Table 22: Multi-scale analysis of w/o cross-scale fusion based on Scale-teaching using UCR 128 archive with Asym  $40\%$  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
1	ACSF1	0.6000	0.0100	0.3000	59	0	1	1	30	0	1	31	29
2	Adiac	0.0665	0.0588	0.0205	22	19	4	23	8	0	8	26	0
3	AllGestureWimoteX	0.3863	0.0917	0.0923	247	41	23	35	35	29	47	253	17
4	AllGestureWimoteY	0.4200	0.1354	0.0383	227	28	67	83	15	12	21	288	6
5	AllGestureWimoteZ	0.3811	0.1000	0.0894	208	11	59	50	42	20	38	242	25
6	ArrowHead	0.5097	0.3029	0.3029	89	53	0	53	53	0	1	37	52
7	BME	0.4867	0.3333	0.1387	23	0	50	49	20	1	20	72	1
8	Beef	0.2333	0.2000	0.1867	7	6	0	6	6	0	1	2	5
9	BeetFlyle	0.4000	0.5000	0.5000	7	9	1	0	0	10	9	7	1
10	BirdChicken	0.6000	0.5000	0.5000	8	6	4	0	0	10	6	8	4
11	CBF	0.5589	0.3311	0.3311	205	0	298	0	0	298	0	205	298
12	Car	0.4000	0.2533	0.1200	23	14	1	15	7	0	3	20	4
13	Chinatown	0.5275	0.7275	0.7246	4	73	178	2	1	249	74	6	176
14	ChlorineConcentration	0.4660	0.3694	0.5380	904	533	885	399	1046	1020	769	493	1297
15	CinCECGTorso	0.3338	0.1733	0.2696	455	233	6	233	366	6	43	131	329
16	Coffee	0.5357	0.4643	0.4643	15	13	0	0	0	13	13	15	0
17	Computers	0.5024	0.4840	0.5000	8	3	118	1	5	120	2	3	123
18	CricketX	0.2790	0.0974	0.1308	73	2	36	38	51	0	47	105	4
19	CricketY	0.2738	0.1077	0.1149	83	18	24	42	45	0	35	97	10
20	CricketZ	0.2144	0.1364	0.1590	61	30	23	53	62	0	31	52	31
21	Crop	0.4882	0.0619	0.0342	7332	170	870	1040	574	0	386	8014	188
22	DiatomSizeReduction	0.3007	0.0974	0.3497	92	30	0	13	90	17	107	92	0
23	DistalPhalanxOutlineAgeGroup	0.6619	0.3655	0.5324	58	17	34	42	65	9	20	38	54
24	DistalPhalanxOutlineCorrect	0.5333	0.2808	0.3833	38	56	109	9	5	156	61	47	108
25	DistalPhalanxTW	0.6633	0.2620	0.2833	55	0	39	0	10	39	0	45	49
26	DedgedLoopDay	0.2700	0.1075	0.1625	13	0	8	0	4	9	1	10	12
27	DedgedLoopGame	0.5290	0.4783	0.4783	72	65	1	0	0	66	65	72	1
28	DedgedLoopWeekend	0.7739	0.2609	0.2609	72	1	35	0	0	36	1	72	35
29	ECG200	0.6700	0.6400	0.6400	15	12	52	0	0	64	12	15	52
30	ECG5000	0.8888	0.1998	0.0191	3115	14	885	897	84	2	86	4000	0
31	ECGFiveDays	0.5970	0.5029	0.5029	283	202	231	0	0	433	202	283	231
32	EOGHorizontalSignal	0.3138	0.0961	0.1320	96	17	18	35	48	0	13	78	35
33	EOGVerticalSignal	0.2873	0.0746	0.0801	84	7	20	20	22	7	25	100	4
34	Earthquakes	0.7482	0.2518	0.2518	104	35	0	0	0	35	35	104	0
35	ElectricDevices	0.6009	0.0691	0.1126	4578	477	56	533	868	0	487	4253	381
36	EthanolLevel	0.2528	0.2520	0.2544	56	56	70	125	126	1	71	70	56
37	FaceAll	0.5088	0.0677	0.0182	795	50	64	114	31	0	5	834	26
38	FaceFour	0.4705	0.0000	0.2045	41	0	0	0	18	0	4	27	14
39	FacesUCR	0.4839	0.1740	0.0062	661	26	331	357	13	0	3	982	10
40	FiftyWords	0.2382	0.1253	0.0659	77	26	31	57	30	0	61	100	8
41	Fish	0.4583	0.0834	0.1314	66	0	15	15	23	0	19	76	4
42	FordA	0.8917	0.7006	0.4932	365	113	812	289	15	636	111	637	540
43	FordB	0.6407	0.5568	0.5049	112	44	407	51	9	400	53	163	356
44	FreezerRegularTrain	0.6327	0.6138	0.5000	59	5	1744	482	157	1268	160	538	1265
45	FreezerSmallTrain	0.5004	0.7038	0.5000	192	772	1234	773	192	1233	4	5	1421
46	Fungi	0.0968	0.0591	0.1290	7	0	11	0	13	11	13	7	11
47	GestureMidAirD1	0.1769	0.0138	0.0385	23	2	0	1	4	1	2	20	3
48	GestureMidAirD2	0.1708	0.0385	0.0462	17	0	5	5	6	0	5	21	1
49	GestureMidAirD3	0.1385	0.0615	0.0431	15	5	3	5	3	3	4	16	2
50	GesturePebbleZ1	0.4814	0.1802	0.1453	53	1	30	31	25	0	7	65	18
51	GesturePebbleZ2	0.5089	0.0481	0.1861	73	0	7	7	29	0	10	61	19
52	GunPoint	0.6133	0.5973	0.4933	22	20	70	53	37	37	57	75	17
53	GunPointAgeSpan	0.3829	0.4342	0.4937	72	88	49	2	21	135	90	55	66
54	GunPointMaleVersusFemale	0.8576	0.7266	0.4747	43	2	228	80	0	150	2	123	148
55	GunPointOldVersusYoung	1.0000	0.6540	0.5238	109	0	206	41	0	165	0	150	165
56	Ham	0.4381	0.5143	0.5143	20	28	26	0	0	54	28	20	26
57	HandOutlines	0.6200	0.6546	0.6405	104	117	126	5	0	237	117	109	120
58	Haptics	0.2591	0.2292	0.2338	67	58	13	70	71	1	20	28	52
59	Herring	0.4688	0.4062	0.4062	5	1	25	0	0	26	1	5	25
60	HouseTwenty	0.6353	0.4034	0.4202	28	1	47	0	2	48	1	26	49
61	InlineSkate	0.2073	0.1691	0.1873	109	88	5	44	54	49	88	99	15
62	InsectEPGRegularTrain	1.0000	0.4739	0.6426	131	0	118	0	42	118	0	89	160
63	InsectEPGSmallTrain	0.5719	0.4739	0.1687	131	107	11	118	42	0	100	42
64	InsectWingbeatSound	0.1622	0.0962	0.1188	283	152	39	177	222	14	133	219	102
65	ItalyPowerDemand	0.9261	0.5015	0.5015	463	26	490	0	0	516	26	463	490
66	LargeKitchenAppliances	0.6016	0.3557	0.2224	105	121	121	118	68	15	25	167	58
67	Mightainngez
68	Lightning
69	Lightning
70	Mallat
71	MedicalImages
72	MelbournePedestrian
73	MiddlePhalanxOutlineAgeGroup
74	MiddlePhalanxTC
75	MiddlePhalanxTW
76	MixedShapeRegularTrain
77	MixedShapeSmallTrain
78	MoteStrain
79	Magnet
80	NonInvasiveFetalECGThorax1
81	NonInvasiveFetalECGThorax2
82	OSULeaf
83	Olive
84	PLAID
85	PhalangesOutlinesCorrect
86	Phalanges
87	Phalanges
88	Phalanges
89	Phalanges
90	Plane
91	PowerCon
92	ProximalPhalanxOutlineAgeGroup
93	ProximalPhalanxTW
94	ProximalPhalanxTC
95	RefrigerationDevices
96	Rock
97	ScreenType
98	SpongeGestureWimoteZ
99	SpongeGestureWimoteZ
100	SpongeGestureSubjectCh2
101	SpongeGestureSubjectCh6
102	ShapeletSim
103	ShapesAll
104	SmallKitchenAppliances
105	SmoothSurface
106	SonyABORobotSurface1
107	SonyABORobotSurface2
108	StarLightCurves
109	Strawberry
110	SwedishLeaf
111	Symbols
112	SyntheticControl
113	ToeSegmentation1
114	ToeSegmentation2
115	Trace
116	TwoFoldECG
117	TwoFoldECG
118	UVM
119	UWaveGustormLibraryAll
120	UWaveGustormLibraryX
121	UWaveGustormLibraryY
122	WordlessSynonyms
123	Worms