Multimodal Forgery Detection on LAV-DF (test)
72.19Video ScoreURM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| URMPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 72.19 | 67.31 | 68.63 | 69.38 | |
| MixupPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 71.96 | 67.14 | 67.99 | 69.03 | |
| ERM++Perceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 71.76 | 66.74 | 69.41 | 69.3 | |
| EQRMPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 71.28 | 66.06 | 68.84 | 68.73 | |
| CDANNPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 70.88 | 66.18 | 69.79 | 68.95 | |
| SagNetPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 70.84 | 66.94 | 68.08 | 68.62 | |
| CondCADPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 70.24 | 66.46 | 67.93 | 68.21 | |
| ERMPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 70.02 | 66.86 | 67.61 | 68.16 | |
| IB_ERMPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 69.76 | 67.52 | 69.58 | 68.95 | |
| IRMPerceptor=ImageBind [15], Category=DG, Setting=Weak MAF, Protocol=Oracle2026.04 | 68.15 | 66.45 | 70.05 | 68.22 | |
| ConcatPerceptor=ImageBind [15], Category=MML, Setting=Weak MAF, Protocol=Oracle2026.04 | 63.12 | 62.32 | 63.42 | 62.95 | |
| ConcatPerceptor=LanguageBind [68], Category=MML, Setting=Weak MAF, Protocol=Oracle2026.04 | 62.88 | 61.96 | 62.72 | 62.52 | |
| ConcatPerceptor=UniBind [35], Category=MML, Setting=Weak MAF, Protocol=Oracle2026.04 | 62.84 | 63.8 | 62.82 | 63.15 | |
| DLMGPerceptor=ImageBind [15], Category=MML, Setting=Weak MAF, Protocol=Oracle2026.04 | 61.64 | 61.25 | 59.83 | 60.91 | |
| OGMPerceptor=ImageBind [15], Category=MML, Setting=Weak MAF, Protocol=Oracle2026.04 | 60.66 | 61.48 | 59.92 | 60.69 |