Adversarial Detection on CIFAR-10
100FGSM AccUSAD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| USADTarget Model=WRN282026.06 | 100 | 95.9 | 86 | — | 95.3 | 100 | |
| PCDTarget Model=WRN702026.06 | 100 | 95.3 | 77.3 | — | 93 | 100 | |
| USADTarget Model=WRN702026.06 | 100 | 98.2 | 95.6 | — | 99.2 | 100 | |
| PCDTarget Model=WRN282026.06 | 99.9 | 93.7 | 61.3 | — | 91 | 99.7 | |
| VDTarget Model=WRN282026.06 | 99.9 | 32.1 | 73.7 | — | 48.4 | 100 | |
| VDTarget Model=WRN702026.06 | 99.4 | 84.4 | 93.8 | — | 98.3 | 100 | |
| MMD-DUALTarget Model=WRN282026.06 | 97.8 | 88.2 | 52.3 | — | 93.8 | 100 | |
| MMD-FUSETarget Model=WRN282026.06 | 96.7 | 74.8 | 78.9 | — | 74.2 | 100 | |
| GradID2025.12 | 96.4 | 100 | 98.4 | 92.7 | 100 | — | |
| MMD-FUSETarget Model=WRN702026.06 | 91.5 | 69.8 | 70 | — | 77.8 | 100 | |
| HM2025.12 | 86.9 | 84.5 | 84 | 80.6 | 77.9 | — | |
| MMD-DUALTarget Model=WRN702026.06 | 85.7 | 73.5 | 74.9 | — | 83.7 | 100 | |
| AAE2025.12 | 80.5 | 76.9 | 75.4 | 63.7 | 60.2 | — | |
| MH-UI2025.12 | 79.2 | 76.5 | 74.6 | 49.1 | 52.5 | — | |
| DTBA2025.12 | 78.3 | 75.6 | 71.7 | 36.2 | 32.3 | — | |
| HSJ2025.12 | 77.5 | 75.2 | 75.6 | 60.1 | 59.4 | — | |
| MMDAggTarget Model=WRN282026.06 | 73.5 | 68.2 | 62.8 | — | 61 | 99.2 | |
| Sim-DNN2025.12 | 70.5 | 60 | 49.4 | 26.7 | 22.9 | — | |
| MMDAggTarget Model=WRN702026.06 | 68.6 | 63.4 | 57.7 | — | 62.3 | 97.6 | |
| MADM2025.12 | 62.4 | 54.2 | 51.5 | 19 | 14.3 | — | |
| SAC2025.12 | 60.1 | 59.7 | 56.8 | 21.6 | 17.7 | — | |
| MF2025.12 | 51.4 | 48 | 46.1 | 16.4 | 11.9 | — | |
| SAMMDTarget Model=WRN702026.06 | 50 | 48.5 | 41.6 | — | 48.6 | 94.3 | |
| FCB2025.12 | 49.8 | 47.1 | 43.6 | 15.1 | 11.4 | — | |
| SAMMDTarget Model=WRN282026.06 | 49.7 | 36.7 | 28.7 | — | 35.6 | 74.8 |