Deepfake Detection on OmniFake (In-the-Wild)
88DFDC AccuracyVIGIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VIGILBackbone=Qwen3-VL-8B2026.03 | 88 | 72.2 | 92.4 | |
| VIGIL Cold-StartBackbone=Qwen3-VL-8B, mode=Cold-Start2026.03 | 87.5 | 67.1 | 95 | |
| Co-SPY2026.03 | 84.9 | 61.9 | 95.8 | |
| Veritas2026.03 | 83.5 | 67.3 | 90.2 | |
| D^32026.03 | 82.7 | 61.3 | 86.7 | |
| DDA2026.03 | 82.3 | 70.3 | 85.9 | |
| Kimi-K2.52026.03 | 76.7 | 58.9 | 70.5 | |
| UnivFD2026.03 | 76 | 53.1 | 88.3 | |
| AIDE2026.03 | 75.5 | 47.3 | 90.6 | |
| FakeVLM2026.03 | 75.3 | 67.8 | 80.8 | |
| C2P-CLIP2026.03 | 72.7 | 50.2 | 82.5 | |
| GPT-5.22026.03 | 72 | 57.4 | 71.3 | |
| NPR2026.03 | 70.6 | 49.2 | 74.2 | |
| Gemini-3-Pro2026.03 | 69.3 | 52.7 | 83.6 | |
| SAFE2026.03 | 63.9 | 40.1 | 73.3 | |
| GLM-4.6V2026.03 | 60.6 | 54.9 | 59 | |
| Qwen3-VL-8Bzero-shot=true2026.03 | 57.9 | 65.1 | 57.1 |