Statistical Adversarial Detection on ImageNet-1K (test)
100Test PowerSAMMD
Evaluation Results
| Method | Links | |
|---|---|---|
| SAMMDAttack=AA, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=AA, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=AA, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=AA, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=AA, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=AA, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=AA, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=AA, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=AA, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=AA, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=AA, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=AA, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=AA, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=AA, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=AA, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=AA, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=AA, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=AA, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=AA, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=AA, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=AA, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=AA, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=AA, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=AA, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=AA, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=AA, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=AA, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=AA, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=AA, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=AA, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=AA, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=BIM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=BIM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=BIM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=BIM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=BIM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=BIM, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=BIM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=BIM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=BIM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=BIM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=BIM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=BIM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=BIM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=BIM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=BIM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=BIM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=BIM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=BIM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=BIM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=BIM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=BIM, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=BIM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=BIM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=BIM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=BIM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=BIM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=BIM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=BIM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=CW, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=CW, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=CW, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=CW, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=CW, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=CW, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=CW, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=CW, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=CW, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=CW, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=CW, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=CW, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=CW, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=CW, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=CW, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=CW, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=CW, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=CW, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=CW, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=CW, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| VDAttack=CW, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=CW, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=CW, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=CW, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=CW, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=CW, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=CW, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=CW, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| USADAttack=CW, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=FGSM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=FGSM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=FGSM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=FGSM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=FGSM, epsilon=6, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=FGSM, epsilon=7, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| SAMMDAttack=FGSM, epsilon=8, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=FGSM, epsilon=1, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=FGSM, epsilon=2, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=FGSM, epsilon=3, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=FGSM, epsilon=4, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 | |
| PCDAttack=FGSM, epsilon=5, Target model=ViT-B-16, Adversarial batch size |Y|=502026.06 | 100 |