Fault Classification on NGAFID (Overall)
59.62AccuracyMMK Net
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MMK Net2026.03 | 59.62 | 52.02 | 57.13 | 1,703.93 | 0.04 | 11.42 | |
| ConvTokSWLA2026.03 | 57.8 | 51.84 | 60.35 | 1,339.06 | 0.04 | 32.29 | |
| InceptionTime2026.03 | 55.44 | 48.68 | 154.43 | 3,551.23 | 0.08 | 76.25 | |
| InceptionTimeAttn2026.03 | 51.31 | 38.03 | 170.08 | 3,778.59 | 0.12 | 24.13 | |
| ConvTokMHSA2026.03 | 37.91 | 27.45 | 51.55 | 493.63 | 0.04 | 32.29 | |
| Bi-LSTM2026.03 | 28.15 | 4.33 | 31.7 | 272.91 | 0.03 | 3.92 |