| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| ImageNet (val) | RFPAR | ASR (General)9,530 | 222 | 3d ago | |
| ImageNet | MDCS-OPS | Attack Success Rate99 | 178 | 3d ago | |
| ILSVRC 2012 (val) | PAR+CAB | Median L2 Distance2.158 | 112 | 3d ago | |
| ImageNet (test) | NCF | Success Rate94.2 | 101 | 3d ago | |
| ILSVRC 2012 | PAR+CAB | Median L2 Distance2.51 | 96 | 3d ago | |
| Seaquest | Cumulative Reward2,856.96 | 80 | 3d ago | ||
| Pong | Cumulative Reward21 | 80 | 3d ago | ||
| ImageNet 21k (val) | PAR+CAB | Median L2 Distance0.694 | 80 | 3d ago | |
| ImageNet 21k (test) | PAR+CAB | Median L2 Distance1.696 | 64 | 3d ago | |
| Tiny-ImageNet (val) | SurFree | Median L2 Distance0.113 | 64 | 3d ago | |
| COCO 2017 (val) | GLOW | Success Rate (T)44 | 60 | 3d ago | |
| ImageNet-1K | MultiANDA | Inc-v3ens379.7 | 48 | 3d ago | |
| COCO (val) | PBS | M79.6 | 44 | 3d ago | |
| MSTAR DARPA (test) | SRAW | ASR85.61 | 42 | 3d ago | |
| LVLM Evaluation Set | VT-Attack | ASR99.8 | 40 | 3d ago | |
| ModelNet40 | NoPain-PD | ASR100 | 40 | 3d ago | |
| ImageNet-compatible Stable Diffusion context v1.4 (test) | tAdv | ASR (MN-v2)99.9 | 38 | 3d ago | |
| MVBench | LAMP | ASR83.84 | 37 | 3d ago | |
| Q-Bench | LAMP | Attack Success Rate87.23 | 37 | 3d ago | |
| BLINK | LAMP | Attack Success Rate (ASR)87.65 | 37 | 3d ago | |
| NLVR2 | LAMP | Attack Success Rate67.51 | 37 | 3d ago | |
| Mantis Eval | LAMP | Attack Success Rate84.57 | 37 | 3d ago | |
| Breakout Black-box discrete (test) | FGSM | Cumulative Reward130.26 | 36 | 3d ago | |
| Breakout White-box discrete (test) | PA-AD | Cumulative Reward65.73 | 36 | 3d ago | |
| FLIR ADAS 1.3 (test) | Ours (Mesh Shadow Attack) | ASR (%)96.31 | 35 | 3d ago |
