Backdoor Defense on EMBER default (test)
99.9Clean AccuracyFST
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FSTPoisoning Rate=0.052024.12 | 99.9 | 99.76 | |
| FE-tuningPoisoning Rate=0.0052024.12 | 99.11 | 99.5 | |
| LPPoisoning Rate=0.0052024.12 | 99.11 | 99.52 | |
| FTPoisoning Rate=0.0052024.12 | 99.1 | 99.5 | |
| LPPoisoning Rate=0.022024.12 | 99.1 | 99.61 | |
| LPPoisoning Rate=0.012024.12 | 99.08 | 99.39 | |
| FTPoisoning Rate=0.022024.12 | 99.08 | 99.69 | |
| FTPoisoning Rate=0.052024.12 | 99.08 | 99.87 | |
| FT-initPoisoning Rate=0.0052024.12 | 99.07 | 99.27 | |
| FSTPoisoning Rate=0.0052024.12 | 99.07 | 99.61 | |
| FE-tuningPoisoning Rate=0.052024.12 | 99.07 | 99.82 | |
| FTPoisoning Rate=0.012024.12 | 99.06 | 99.54 | |
| FE-tuningPoisoning Rate=0.022024.12 | 99.06 | 99.63 | |
| FT-initPoisoning Rate=0.052024.12 | 99.06 | 99.91 | |
| FT-initPoisoning Rate=0.012024.12 | 99.04 | 99.41 | |
| FSTPoisoning Rate=0.012024.12 | 99.04 | 99.59 | |
| FSTPoisoning Rate=0.022024.12 | 99.04 | 99.66 | |
| FE-tuningPoisoning Rate=0.012024.12 | 99.03 | 99.16 | |
| LPPoisoning Rate=0.052024.12 | 99.03 | 99.83 | |
| Pre-trainedPoisoning Rate=0.0052024.12 | 99.01 | 99.23 | |
| FT-initPoisoning Rate=0.022024.12 | 99.01 | 99.52 | |
| Pre-trainedPoisoning Rate=0.052024.12 | 98.99 | 99.43 | |
| Pre-trainedPoisoning Rate=0.022024.12 | 98.98 | 99.43 | |
| Pre-trainedPoisoning Rate=0.012024.12 | 98.94 | 98.79 | |
| PBPPoisoning Rate=0.0052024.12 | 96.57 | 17.83 | |
| PBPPoisoning Rate=0.022024.12 | 96.57 | 17.83 | |
| PBPPoisoning Rate=0.012024.12 | 96.52 | 15.44 | |
| PBPPoisoning Rate=0.052024.12 | 96.41 | 17.58 |