| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| IITD | CAAPc | Attack Success Rate98.74 | 56 | 9d ago | |
| Tongji (test) | AdvPatch | ASR100 | 56 | 9d ago | |
| ImageNet (test) | PARS-OPT | Mean L2 Distortion (2K Budget)9.91 | 42 | 1mo ago | |
| Res-50 AT (l∞) (with R&P) (test) | MTDAI+RAP-LS | Attack Success Rate47.7 | 6 | 1mo ago | |
| Res-50 AT (l2) (with R&P) (test) | MTDAI+RAP-LS | Attack Success Rate77.7 | 6 | 1mo ago | |
| IncRes ens (with R&P) v2 (test) | MTDAI+RAP-LS | Attack Success Rate87 | 6 | 1mo ago | |
| Inc-v3_adv (with R&P) (test) | MTDAI+RAP-LS | Attack Success Rate94.8 | 6 | 1mo ago | |
| ImageNet ConvNet Set (val) | DRAP (200 iter) | AlexNet98.4 | 4 | 19d ago | |
| ImageNet Overall (val) | DRAP (200 iter) | Overall Attack Success Rate86.8 | 3 | 19d ago | |
| ImageNet Metaformer Set (val) | DRAP (200 iter) | ViT-S Accuracy97.4 | 3 | 19d ago | |
| ImageNet Metaformer (AT) Set (val) | DRAP (200 iter) | Swin-B Accuracy64.6 | 2 | 19d ago | |
| ImageNet ConvNet (AT) Set (val) | DRAP (200 iter) | Robust Accuracy74.2 | 2 | 19d ago |
