| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| DF40 and FFHQ unseen generators | GazeCLIP | SimSwap Accuracy90.16 | 54 | 21d ago | |
| DFDC | PVLM | Accuracy60.75 | 20 | 21d ago | |
| Celeb-DF | PVLM | Accuracy68.24 | 20 | 21d ago | |
| Unseen Generators Average | PVLM | Accuracy81.46 | 20 | 21d ago | |
| FLUX unseen | PVLM | Accuracy57.92 | 20 | 21d ago | |
| FLOAT unseen | PVLM | Accuracy88.48 | 20 | 21d ago | |
| Real3DPortrait unseen | PVLM | Accuracy92.32 | 20 | 21d ago | |
| AniTalker unseen | PVLM | Accuracy74.88 | 20 | 21d ago | |
| EDTalk unseen | PVLM | Accuracy88.4 | 20 | 21d ago | |
| DiffusionAct unseen | PVLM | Accuracy83.6 | 20 | 21d ago | |
| FSRT unseen | PVLM | Accuracy (%)86.88 | 20 | 21d ago | |
| LIA unseen | PVLM | Accuracy82.56 | 20 | 21d ago | |
| LivePortrait unseen | PVLM | Accuracy78.08 | 20 | 21d ago | |
| Unseen Advanced Generators VAE, HART, FLUX | Xception | VAE Accuracy84.16 | 14 | 2mo ago | |
| OW-DFA-40 Protocol-3 | CAL (w/o KU) | All ACC91.5 | 10 | 3mo ago | |
| OW-DFA-40 Protocol-2 | CAL | All Accuracy82.8 | 10 | 3mo ago | |
| OW-DFA-40 Protocol-1 | CAL | All Accuracy88.3 | 10 | 3mo ago | |
| Celeb-DF++ (unseen generators) | MFCLIP | LivePortrait (ACC)80.56 | 9 | 2mo ago | |
| Protocol-2 (unseen) | PVLM | Accuracy67.61 | 6 | 21d ago | |
| Protocol-2 (Seen) | PVLM | Accuracy100 | 6 | 21d ago | |
| Authentica-HDTF (test) | FauxNet | Accuracy90.99 | 4 | 3mo ago | |
| Authentica-Vox (test) | FauxNet | Accuracy93.35 | 4 | 3mo ago | |
| Deepfake Detection Multitask (test) | Wav2Vec2-BERT | Attribution Accuracy92.69 | 2 | 3mo ago |
