Adversarial Video Purification on UCF-101 (test)
96Clean AccuracyTS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TSAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 96 | 76 | 0.9302 | 25.0213 | |
| DPAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 96 | 18 | 0.8736 | 27.2005 | |
| FMVP-PGDAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 96 | 21 | 0.8807 | 28.5962 | |
| TSAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 95 | 81 | 0.9307 | 25.2002 | |
| DPAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 94 | 58 | 0.8803 | 29.9208 | |
| FMVP-CWAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 94 | 86 | 0.8762 | 29.6543 | |
| FMVP-CWAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 94 | 91 | 0.8917 | 28.9285 | |
| FlowPureAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 94 | 11 | 0.8857 | 28.9901 | |
| FMVP-GaussianAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 94 | 28 | 0.8916 | 29.0317 | |
| DiffPure-DDIMAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 93 | 74 | 0.8226 | 28.6145 | |
| DPAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 93 | 45 | 0.8568 | 28.7153 | |
| FMVP-GaussianAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 93 | 85 | 0.9024 | 30.5001 | |
| TSAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 93 | 3 | 0.9408 | 26.0019 | |
| FMVP-CWAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 93 | 19 | 0.9108 | 29.7784 | |
| FlowPureAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 92 | 75 | 0.886 | 29.1302 | |
| FMVP-GaussianAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 92 | 84 | 0.8987 | 28.2514 | |
| FMVP-PGDAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 92 | 81 | 0.8792 | 31.293 | |
| DiffPure-DDPMAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 92 | 7 | 0.8862 | 28.9012 | |
| FMVP-PGDAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 91 | 89 | 0.8941 | 29.7286 | |
| FlowPureAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 91 | 82 | 0.8897 | 27.6061 | |
| DiffPure-DDIMAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 91 | 5 | 0.8608 | 28.6374 | |
| DiffPure-DDPMAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 90 | 83 | 0.8399 | 27.7654 | |
| DiffPure-DDPMAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 89 | 72 | 0.8372 | 28.6402 | |
| DiffPure-DDIMAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 88 | 77 | 0.8462 | 27.0506 |