Fault Diagnosis on RMIS Fault Diagnosis Suite (IICA, IIEE, WTPG, MaFaulDa, SDUST, UMGED, PU)
63.31Overall Mean ScoreFISHER
Evaluation Results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FISHERScale=small2025.07 | 63.31 | 90.23 | 98.96 | 86.77 | 72.61 | 95.86 | 76.35 | 99.08 | 12.72 | 18.35 | 17.42 | 25.52 | 74.9 | 54.29 | 62.23 | |
| FISHERScale=mini2025.07 | 63.25 | 86.02 | 99.05 | 84.74 | 75.74 | 93.2 | 70.09 | 98.55 | 13.69 | 20.52 | 22.95 | 29.97 | 72.01 | 55.73 | 61.43 | |
| FISHERScale=tiny2025.07 | 63.13 | 85.31 | 98.72 | 83.84 | 75.79 | 92.58 | 71.81 | 99.2 | 11.9 | 23.58 | 21.1 | 28.24 | 72.36 | 56.21 | 61.12 | |
| FISHERScale=small2025.07 | 56.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FISHERScale=mini2025.07 | 56.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FISHERScale=tiny2025.07 | 56.32 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EATScale=large2025.07 | 54.85 | 65.8 | 94.06 | 68.91 | 58.47 | 88.42 | 62.64 | 96.32 | 9.57 | 11.6 | 11.22 | 15.54 | 75.74 | 54.73 | 58.03 | |
| EATScale=base302025.07 | 54.57 | 64.48 | 96.65 | 61.28 | 68.32 | 91.9 | 64.03 | 95.46 | 7.89 | 9.39 | 12.49 | 18.87 | 68.33 | 50.38 | 57.62 | |
| CEDScale=base2025.07 | 53.66 | 52.26 | 90.08 | 89.2 | 57.64 | 85.95 | 60.2 | 95.84 | 8.12 | 11.57 | 10.03 | 13.63 | 72.14 | 50.91 | 56.71 | |
| DaShengScale=base2025.07 | 53.45 | 74.42 | 99.1 | 46.84 | 63.53 | 92.06 | 61.37 | 98.3 | 5.64 | 4.45 | 11.74 | 20.08 | 74.93 | 42.42 | 56.37 | |
| CEDScale=mini2025.07 | 52.53 | 50.21 | 84.26 | 89.26 | 56.95 | 84.88 | 59.24 | 95.5 | 8.36 | 11.66 | 10.13 | 12.43 | 71.5 | 48.56 | 55.95 | |
| DaShengScale=1.2B2025.07 | 52.51 | 73.18 | 99 | 48.89 | 58.16 | 90.79 | 55.5 | 97.99 | 5.42 | 4.52 | 11.76 | 17.32 | 75.99 | 44.11 | 55.91 | |
| BEATsScale=iter32025.07 | 52.44 | 77.93 | 68.17 | 70.57 | 52.87 | 84.45 | 62.37 | 98.23 | 5.98 | 10.32 | 10.95 | 17.23 | 74.18 | 48.42 | 57.3 | |
| CEDScale=small2025.07 | 52.38 | 50.49 | 80.23 | 91.2 | 54.67 | 84.67 | 58 | 96.12 | 8.05 | 12.15 | 10.26 | 13.14 | 72.89 | 49.08 | 56.01 | |
| DaShengScale=0.6B2025.07 | 52.18 | 75.14 | 99.25 | 45.41 | 57.26 | 91.11 | 58.23 | 97.59 | 5.27 | 4.28 | 11.69 | 14.68 | 75.78 | 42.63 | 55.43 | |
| CEDScale=tiny2025.07 | 51.57 | 47.93 | 74.23 | 89.43 | 53.77 | 84.56 | 59.02 | 96.06 | 8.09 | 12.96 | 10.31 | 12.65 | 71.5 | 49.95 | 55.36 | |
| EATScale=large2025.07 | 49.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| BEATsScale=iter32025.07 | 49.03 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| EATScale=base302025.07 | 48.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CEDScale=base2025.07 | 48.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CEDScale=small2025.07 | 48.18 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CEDScale=mini2025.07 | 48.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CEDScale=tiny2025.07 | 47.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DaShengScale=base2025.07 | 47.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DaShengScale=1.2B2025.07 | 46.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DaShengScale=0.6B2025.07 | 46.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AudioMAEScale=base2025.07 | 45.7 | 58.88 | 53.89 | 64.02 | 47.48 | 80.95 | 59.74 | 98.18 | 6.91 | 10.93 | 10.01 | 11.59 | 56.02 | 35.54 | 51.61 | |
| AudioMAEScale=base2025.07 | 43.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — |