Backdoor Defense on Pascal VOC (5% clean data)
99.5RmAPFT-SAM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FT-SAM2026.05 | 99.5 | 15.6 | 94.8 | |
| CLM-RSLoss=w/o LDEF2026.05 | 99.4 | 65.3 | 38 | |
| CLM-FWSLoss=w/o LDEF2026.05 | 99.3 | 60 | 35.6 | |
| CLM-RSLoss=w LDEF2026.05 | 98.2 | 63 | 23.9 | |
| SBM-RSLoss=w/o LDEF2026.05 | 98.1 | 73.1 | 54.8 | |
| FT2026.05 | 98.1 | 9.8 | 94.5 | |
| FP+FT2026.05 | 97.2 | 9.2 | 94.7 | |
| SBM-FWSLoss=w/o LDEF2026.05 | 96.9 | 71.1 | 49 | |
| SBM-RSLoss=w LDEF2026.05 | 95.6 | 71.2 | 20.7 | |
| CLM-FWSLoss=w LDEF2026.05 | 95.3 | 56.5 | 25.4 | |
| SBM-FWSLoss=w LDEF2026.05 | 90 | 67.6 | 16.3 | |
| FP2026.05 | 72.1 | 3.1 | 96.7 |