Reconstruction Robustness on CIFAR10 (test)
0.0014MSE (Decoder)No_defense
Evaluation results
| Method | Links | ||
|---|---|---|---|
| No_defenseBackbone=VGG11, CEM integration=false2025.03 | 0.0014 | 0.0016 | |
| BottleneckBackbone=VGG11, CEM integration=false2025.03 | 0.0041 | 0.0045 | |
| Bottleneck+CEMBackbone=VGG11, CEM integration=true2025.03 | 0.0058 | 0.008 | |
| DistCorrBackbone=VGG11, CEM integration=false2025.03 | 0.0082 | 0.0088 | |
| DistCorr+CEMBackbone=VGG11, CEM integration=true2025.03 | 0.0093 | 0.0096 | |
| DropoutBackbone=VGG11, CEM integration=false2025.03 | 0.0104 | 0.0111 | |
| Dropout+CEMBackbone=VGG11, CEM integration=true2025.03 | 0.0134 | 0.0142 | |
| Noise_NopeekBackbone=VGG11, CEM integration=false2025.03 | 0.0159 | 0.0165 | |
| Noise_Nopeek+CEMBackbone=VGG11, CEM integration=true2025.03 | 0.0174 | 0.0178 | |
| Average w/o CEMBackbone=VGG11, CEM integration=false2025.03 | 0.0179 | 0.0185 | |
| Average w/ CEMBackbone=VGG11, CEM integration=true2025.03 | 0.02 | 0.0211 | |
| ResSFLBackbone=VGG11, CEM integration=false2025.03 | 0.024 | 0.0243 | |
| ResSFL+CEMBackbone=VGG11, CEM integration=true2025.03 | 0.0251 | 0.0273 | |
| PATROLBackbone=VGG11, CEM integration=false2025.03 | 0.0293 | 0.0307 | |
| PATROL+CEMBackbone=VGG11, CEM integration=true2025.03 | 0.0335 | 0.0347 | |
| Noise_ARLBackbone=VGG11, CEM integration=false2025.03 | 0.0336 | 0.0342 | |
| Noise_ARL+CEMBackbone=VGG11, CEM integration=true2025.03 | 0.0355 | 0.0363 |