CIFAR10 cifar10 Leaderboard
Auto-discovered from papers reporting CIFAR10 (ASR). · Metric: ASR (higher is better) · 🟢 Updated 17h ago
| # | Model | ASR | Paper |
|---|---|---|---|
| 1 | Checkerboard | 99.76 | link |
| 2 | DenseNet 121 | 98.83 | link |
| 3 | Block Size 1 (default), 20 poi. samples α=10/255, σ=0.5 | 95.97 | link |
| 4 | Random | 95.72 | link |
| 5 | ResNet18 | 95.72 | link |
| 6 | CSS | 95.27 | link |
| 7 | VGG16 | 92.13 | link |
| 8 | MobileNet V3 | 89.09 | link |
| 9 | CCT | 76.06 | link |
| 10 | Poison Rate 0.62% | 72.00 | link |
| 11 | Block Size 2, 100 poi. samples α=10/255, σ=1.0 | 70.84 | link |
| 12 | Block Size 1, Kernel Size 3×3 | 65.07 | link |
| 13 | ViT Small | 53.58 | link |
| 14 | Block Size 2, DCT k 4 | 51.54 | link |
| 15 | Block Size 2, 100 poi. samples α=10/255, σ=2.0 | 51.31 | link |
| 16 | Block Size 2, DCT k 8 | 47.91 | link |
| 17 | Block Size 1, DCT k 2 | 47.64 | link |
| 18 | Block Size 2, 100 poi. samples α=10/255, σ=0.5 | 43.50 | link |
| 19 | Block Size 2, DCT k 12 | 37.46 | link |
| 20 | Block Size 2, DCT k 2 | 36.98 | link |
| 21 | Poison Rate 0.39% | 35.80 | link |
| 22 | Block Size 2, DCT k 16 | 25.31 | link |
| 23 | Block Size 2, Kernel Size 3×3 | 23.92 | link |
| 24 | Poison Rate 0.16% | 23.30 | link |
| 25 | COMBAT | 23.17 | link |
| 26 | Block Size 2, Kernel Size 5×5 | 15.30 | link |
| 27 | GenBound | 11.67 | link |
| 28 | Hybrid | 8.15 | link |
| 29 | Block Size 1, DCT k 4 | 1.18 | link |
| 30 | Block Size 1, Kernel Size 5×5 | 1.18 | link |
| 31 | Narcissus | 0.97 | link |
| 32 | Block Size 1 (default), 20 poi. samples α=10/255, σ=2.0 | 0.85 | link |
| 33 | SAA | 0.73 | link |
| 34 | Block Size 1, DCT k 16 | 0.69 | link |
| 35 | Block Size 1, DCT k 12 | 0.67 | link |
| 36 | Block Size 1 (default), 20 poi. samples α=10/255, σ=1.0 | 0.67 | link |
| 37 | Invisible Poison | 0.63 | link |
| 38 | Block Size 1, DCT k 8 | 0.55 | link |
| 39 | LC | 0.52 | link |
| 40 | SIG | 0.37 | link |