Object Erasure on CIFAR-10 v1 (test)
94Retention Accuracy (Accr)ADVUNLEARN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ADVUNLEARNAttack=EEBsurface, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 94 | 19.8 | 82.8 | |
| ADVUNLEARNAttack=EEBshallow, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 93.78 | 23.9 | 44.1 | |
| UCEAttack=EEBdata, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 93.56 | 24.5 | 83.8 | |
| ADVUNLEARNAttack=EEBdeep, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 93.44 | 25.3 | 61.6 | |
| ADVUNLEARNAttack=No Attack, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 93.22 | 28.5 | 10 | |
| UCEAttack=No Attack, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 93 | 19 | 10 | |
| UCEAttack=EEBshallow, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 92.78 | 21.8 | 92 | |
| No ErasureAttack=No Attack, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 92 | 93.4 | 10 | |
| UCEAttack=EEBsurface, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 91.56 | 14.8 | 9.8 | |
| ADVUNLEARNAttack=EEBdata, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 91.22 | 21.6 | 28.4 | |
| UCEAttack=EEBdeep, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 90.67 | 25.7 | 94.2 | |
| RECELERAttack=EEBsurface, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 90.56 | 11.6 | 11.9 | |
| RECEAttack=EEBsurface, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 89.78 | 11.9 | 12.1 | |
| RECELERAttack=EEBdata, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 88.89 | 16.4 | 39.1 | |
| ESDAttack=No Attack, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 88.78 | 14.8 | 10 | |
| MACEAttack=EEBsurface, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 88.44 | 13.9 | 13 | |
| RECEAttack=EEBshallow, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 88.11 | 11.8 | 6.3 | |
| ESDAttack=EEBdata, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 88 | 21.4 | 47.7 | |
| RECEAttack=EEBdeep, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 87 | 11.7 | 94.4 | |
| RECEAttack=No Attack, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 86.89 | 10.9 | 10 | |
| ESDAttack=EEBsurface, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 86.67 | 12.7 | 8.5 | |
| ESDAttack=EEBdeep, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 86.22 | 16.3 | 70.8 | |
| ESDAttack=EEBshallow, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 85.78 | 15.5 | 38 | |
| MACEAttack=No Attack, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 85 | 15.1 | 10 | |
| RECELERAttack=No Attack, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 84.72 | 14.25 | 10 | |
| RECEAttack=EEBdata, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 84.67 | 10.6 | 92.7 | |
| RECELERAttack=EEBdeep, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 82.78 | 14.1 | 34.9 | |
| MACEAttack=EEBdeep, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 82.67 | 19.2 | 73.5 | |
| MACEAttack=EEBshallow, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 82.44 | 16.6 | 74.4 | |
| RECELERAttack=EEBshallow, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 80.56 | 17.7 | 11.7 | |
| MACEAttack=EEBdata, Evaluation Model=ResNet-18, Diffusion Model=SD v1.42025.04 | 73.67 | 17.5 | 64.5 |