Adversarial Video Purification on HMDB-51 (test)
97Clean AccuracyFlowPure
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FlowPureAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 97 | 14 | 0.8936 | 29.1165 | |
| FMVP-CWAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 96 | 86 | 0.8824 | 30.2109 | |
| DiffPure-DDIMAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 96 | 83 | 0.8516 | 27.0425 | |
| FMVP-CWAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 96 | 89 | 0.8741 | 29.7103 | |
| DPAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 95 | 49 | 0.8562 | 29.7011 | |
| FMVP-PGDAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 95 | 88 | 0.8857 | 29.6301 | |
| FlowPureAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 95 | 84 | 0.8589 | 29.0427 | |
| FMVP-PGDAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 95 | 85 | 0.8891 | 30.9322 | |
| FMVP-GaussianAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 95 | 87 | 0.8898 | 29.7051 | |
| DiffPure-DDPMAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 95 | 8 | 0.845 | 28.0441 | |
| FMVP-CWAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 95 | 21 | 0.8863 | 28.9076 | |
| DiffPure-DDPMAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 94 | 81 | 0.856 | 27.0912 | |
| TSAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 94 | 73 | 0.9266 | 25.6002 | |
| DiffPure-DDIMAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 94 | 11 | 0.8669 | 27.1501 | |
| FMVP-GaussianAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 94 | 31 | 0.8906 | 28.9491 | |
| TSAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 93 | 74 | 0.9318 | 24.4255 | |
| DPAttack Type=CW Attack, Attack Norm=l2, Attack Budget=c=0.001, Victim Model=I3D2026.01 | 93 | 58 | 0.8889 | 29.2104 | |
| TSAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 93 | 7 | 0.9268 | 26.0032 | |
| FMVP-PGDAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 93 | 20 | 0.8873 | 29.5071 | |
| DiffPure-DDIMAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 92 | 81 | 0.8582 | 30.3015 | |
| FlowPureAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 91 | 83 | 0.8755 | 29.7154 | |
| FMVP-GaussianAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 91 | 87 | 0.8926 | 30.3112 | |
| DPAttack Type=DiffHammer (Adaptive), Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 91 | 24 | 0.8643 | 28.5996 | |
| DiffPure-DDPMAttack Type=PGD Attack, Attack Norm=l_inf, Attack Budget=8/255, Victim Model=I3D2026.01 | 88 | 77 | 0.8409 | 29.1121 |