| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| FakeAVCeleb | Accuracy99.91 | 17 | 1mo ago | ||
| FakeAVCeleb (test) | ACC (Audio-Visual)97.68 | 16 | 2d ago | ||
| DeepFake Detection Challenge (DFDC) | ConLLM | Accuracy96.5 | 11 | 3mo ago | |
| FakeAVCeleb Original (Trim: X) | AVH-Align/sup | AUC100 | 10 | 3mo ago | |
| SHDF singing (test) | T-AVFD | AP85.7 | 7 | 6d ago | |
| FKAV talking (test) | T-AVFD | AP95.6 | 7 | 6d ago | |
| AVLips talking (test) | LipFD | AP85.3 | 7 | 6d ago | |
| LAV-DF | Ours (5-class + Semantic) | Accuracy92.82 | 6 | 1mo ago | |
| AV-Deepfake1M Trimmed | AVH-Align | AUC0.835 | 5 | 3mo ago | |
| FakeAVCeleb Trimmed | AVH-Align/sup | AUC99.2 | 5 | 3mo ago | |
| PolyGlotFake zero-shot | Alethia-Base | EER (zero-shot)7.1 | 4 | 1mo ago | |
| FakeAVCeleb zero-shot | W2V-XLSR-300M | EER (zero-shot)5.8 | 4 | 1mo ago | |
| PolyGlotFake | Alethia-Base | EER7.1 | 4 | 1mo ago | |
| FakeAVCeleb | W2V-300M | EER5.8 | 4 | 1mo ago |
