Certified Robustness on CIFAR-10
90.4Certified Acc (eps=0.0)Consistency Purification
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Consistency PurificationPurification Steps=One Step2024.06 | 90.4 | 77.2 | 59.8 | 42.8 | 33.2 | |
| Diffusion CalibrationPurification Steps=One Step2024.06 | 90.2 | 76.4 | 57.2 | 42.6 | 32.4 | |
| Consistency Purification + Consistency Fine-tuningPurification Steps=One Step2024.06 | 90.2 | 79.4 | 62.4 | 43.8 | 35.4 | |
| PF-ODE EDMPurification Steps=Multi Steps2024.06 | 89.6 | 77 | 60.4 | 42.6 | 34 | |
| onestep-DDPMPurification Steps=One Step2024.06 | 87.6 | 73.6 | 55.6 | 39.2 | 29.6 | |
| onestep-EDMPurification Steps=One Step2024.06 | 87.4 | 76.2 | 58.8 | 40.8 | 32.4 |