| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet-Compatible | RaPA | Avg Success Rate89 | 73 | 12d ago | |
| AISEC | CAAPs | ASR100 | 56 | 9d ago | |
| CIFAR-10 | PI-Attack | ASR94.22 | 43 | 19d ago | |
| ImageNet | RDI-FTM-E | VGG-16 Score88.2 | 39 | 1mo ago | |
| ImageNet | MI-TI-DI+RAP-LS | Dense-121 Score88.5 | 31 | 1mo ago | |
| ImageNet | MPCAttack | ASR (Average)88.7 | 30 | 1mo ago | |
| Flickr30K 1,000 images (test) | MPCAttack | Attack Success Rate (ASR)24.78 | 25 | 1mo ago | |
| Flickr30K | MPCAttack | ASR46.3 | 25 | 1mo ago | |
| ImageNet 1000 images (val) | SA | Clean Accuracy77.6 | 24 | 1mo ago | |
| ImageNet (val) | RDI-FTM-E | ViT Performance1,840 | 23 | 1mo ago | |
| MNIST | DST | ASR73.85 | 19 | 1mo ago | |
| ImageNet (test) | M3D + SCGA | Average Success Rate76.46 | 17 | 1mo ago | |
| CIFAR-100 | DST | ASR23.01 | 16 | 1mo ago | |
| ImageNet 10-Targets (all-source) | MTDSI+RAP-LS | Targeted Attack Success Rate95.7 | 15 | 1mo ago | |
| ImageNet-Compatible (test) | TMI + S4ST | Overall Success Rate83 | 13 | 13d ago | |
| ModelNet40 (test) | e-ISO | ASR0.9958 | 12 | 1mo ago | |
| CIFAR-10 (test) | ECA | Control Error (ξ)4 | 12 | 1mo ago | |
| NTU | BASAR | Attack Success Rate100 | 12 | 1mo ago | |
| HDM05 | BASAR | Attack Success Rate100 | 12 | 1mo ago | |
| ImageNet RN-50 Source 1k (val) | RDI-FTM-E | ViT Performance Score6.8 | 10 | 1mo ago | |
| ImageNet | RDI-FTM-E | VGG-16 Robust Accuracy34.2 | 10 | 1mo ago | |
| ImageNet | RDI-FTM-E | VGG-16 Score90 | 9 | 1mo ago | |
| ImageNet-1K (val) | ResNet-18 Result9.18 | 9 | 1mo ago | ||
| ImageNet (test) | CFM+SGM | Model Performance: VGG1684.52 | 8 | 1mo ago | |
| ILSVRC 2012 | Median Noise Magnitude152.296 | 7 | 1mo ago |
