Image Classification on CIFAR-10 (test) (L-p Norm Robustness)
95.9Clean AccuracyAT-EDM-l_2
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| AT-EDM-l_2Architecture=WRN70-16, NFEs=1, Real Time (s)=0.012023.05 | 95.9 | 53.32 | 84.77 | 69.05 | |
| HybViTArchitecture=ViT, NFEs=1, Real Time (s)=0.012023.05 | 95.9 | 0 | 0 | 0 | |
| SBGCArchitecture=UNet, NFEs=30TK, Real Time (s)=15.782023.05 | 95.04 | 0 | 0 | 0 | |
| LMArchitecture=WRN70-16, NFEs=1+NT, Real Time (s)=2.502023.05 | 95.04 | 2.34 | 12.5 | 7.42 | |
| DCArchitecture=UNet, NFEs=TK, Real Time (s)=9.762023.05 | 93.55 | 35.94 | 76.95 | 55.45 | |
| AT-EDM-l_infArchitecture=WRN70-16, NFEs=1, Real Time (s)=0.012023.05 | 93.36 | 70.9 | 69.73 | 70.32 | |
| AT-DDPM-l_2Architecture=WRN70-16, NFEs=1, Real Time (s)=0.012023.05 | 93.16 | 49.41 | 81.05 | 65.23 | |
| RDCArchitecture=UNet, NFEs=NT+TK, Real Time (s)=12.262023.05 | 93.16 | 73.24 | 80.27 | 76.76 | |
| JEMArchitecture=WRN28-10, NFEs=1, Real Time (s)=0.012023.05 | 92.9 | 8.2 | 26.37 | 17.29 | |
| DiffPuret*=0.1, Architecture=UNet, NFEs=101, Real Time (s)=0.602023.05 | 90.97 | 44.53 | 72.65 | 58.59 | |
| Schwinn et al.Architecture=WRN70-16, NFEs=KN, Real Time (s)=n/a2023.05 | 90.77 | 71 | 72.87 | 71.94 | |
| RDCArchitecture=UNet, NFEs=N+T, Real Time (s)=1.432023.05 | 89.85 | 75.67 | 82.03 | 78.85 | |
| Pérez et al.Architecture=WRN70-16, NFEs=9, Real Time (s)=n/a2023.05 | 89.48 | 72.66 | 71.09 | 71.87 | |
| AT-DDPM-l_infArchitecture=WRN70-16, NFEs=1, Real Time (s)=0.012023.05 | 88.87 | 63.28 | 64.65 | 63.97 | |
| Blau et al.Architecture=WRN70-16, NFEs=KN, Real Time (s)=n/a2023.05 | 88.18 | 72.02 | 75.9 | 73.96 | |
| RDCArchitecture=UNet, NFEs=N+TK, Real Time (s)=9.862023.05 | 88.18 | 80.07 | 84.76 | 82.42 | |
| LMArchitecture=WRN70-16, NFEs=1+N, Real Time (s)=0.102023.05 | 87.89 | 71.68 | 75 | 73.34 | |
| DiffPuret*=0.125, Architecture=UNet, NFEs=126, Real Time (s)=0.722023.05 | 87.5 | 40.62 | 75.59 | 58.11 | |
| PAT-selfArchitecture=AlexNet, NFEs=1, Real Time (s)=0.012023.05 | 75.59 | 47.07 | 64.06 | 55.57 |