Deepfake Detection on OmniFake (In-domain)
98.6ADM AccuracyVIGIL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| VIGILBackbone=Qwen3-VL-8B2026.03 | 98.6 | 95.9 | 98.8 | 99.4 | |
| DDA2026.03 | 97.8 | 95.1 | 93.8 | 95.6 | |
| VIGIL Cold-StartBackbone=Qwen3-VL-8B, mode=Cold-Start2026.03 | 97.8 | 95.5 | 96.1 | 99.6 | |
| Veritas2026.03 | 96.8 | 92.8 | 97.8 | 96.5 | |
| Co-SPY2026.03 | 83.5 | 89.9 | 91.3 | 95.9 | |
| FakeVLM2026.03 | 83.5 | 77.5 | 85 | 82 | |
| NPR2026.03 | 83.1 | 68.9 | 87.9 | 86.7 | |
| D^32026.03 | 82.7 | 89.4 | 97.7 | 92 | |
| SAFE2026.03 | 79.4 | 70.1 | 74.4 | 73.9 | |
| C2P-CLIP2026.03 | 79 | 71.1 | 72.2 | 73.8 | |
| UnivFD2026.03 | 77.4 | 72.6 | 92 | 91.3 | |
| AIDE2026.03 | 72.3 | 92.1 | 91 | 90.7 | |
| Gemini-3-Pro2026.03 | 72.3 | 80.7 | 92.1 | 89.3 | |
| GPT-5.22026.03 | 65.8 | 77.1 | 89.9 | 86.3 | |
| Kimi-K2.52026.03 | 65.1 | 67.3 | 82.8 | 79.1 | |
| Qwen3-VL-8Bzero-shot=true2026.03 | 54.4 | 67.8 | 82.3 | 61.2 | |
| GLM-4.6V2026.03 | 54.4 | 62.4 | 72 | 52.5 |