Backdoor Defense on MTSD (5% clean data)
1.066RmAPFP+FT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FP+FTLoss=–2026.05 | 1.066 | 34.8 | 74.7 | |
| FTLoss=–2026.05 | 1.053 | 35.9 | 72.2 | |
| FPLoss=–2026.05 | 1.018 | 13.2 | 87 | |
| CLM-RSLoss=w/o LDEF2026.05 | 1.009 | 91.7 | 8.1 | |
| CLM-RSLoss=w LDEF2026.05 | 0.994 | 91.6 | 7.2 | |
| CLM-FWSLoss=w/o LDEF2026.05 | 0.992 | 92.2 | 8.8 | |
| SBM-RSLoss=w/o LDEF2026.05 | 0.982 | 89.8 | 22.1 | |
| SBM-FWSLoss=w/o LDEF2026.05 | 0.98 | 89.2 | 18.3 | |
| SBM-RSLoss=w LDEF2026.05 | 0.951 | 89.1 | 15.7 | |
| CLM-FWSLoss=w LDEF2026.05 | 0.95 | 91.2 | 5.9 | |
| FT-SAMLoss=–2026.05 | 0.931 | 42.7 | 65.3 | |
| SBM-FWSLoss=w LDEF2026.05 | 0.905 | 86.1 | 3.7 |