Source-Free Time-Series Adaptation on MFD (Machinery Fault Database)
89.29Adaptation Performance (0->1)SAFA
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| SAFAsource-free=true2026.06 | 89.29 | 77.04 | 89.83 | 87.21 | 95.5 | 74.53 | 86.44 | 84.97 | 86.12 | |
| CE-SFDAsource-free=true2026.06 | 87.25 | 72 | 87.28 | 86.03 | 99.65 | 65.87 | 83.98 | 78.98 | 83.02 | |
| MAPUsource-free=true2026.06 | 81.3 | 54.38 | 84.35 | 80.86 | 98.78 | 50.57 | 72.82 | 75.02 | 75.62 | |
| SHOTsource-free=true2026.06 | 71.24 | 54.96 | 71.73 | 80.37 | 98.32 | 56.92 | 81.6 | 68.57 | 74.18 | |
| NRCsource-free=true2026.06 | 66.17 | 52.53 | 67.45 | 67.98 | 72.5 | 50.28 | 56.14 | 63.03 | 63.17 | |
| TemSRsource-free=true2026.06 | 53.69 | 37.93 | 47.44 | 45.99 | 47.38 | 41.15 | 73.8 | 40.51 | 47.45 | |
| AaDsource-free=true2026.06 | 36.03 | 34.58 | 36.03 | 72.08 | 100 | 65.6 | 86.57 | 68.5 | 63.81 |