Deepfake Detection on HydraFake
98.2ID AccuracyVIGIL
Evaluation results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VIGIL2026.03 | 98.2 | 96.3 | 99.5 | 96.2 | 97.2 | 99.1 | 99.6 | 95.5 | 88 | 97.1 | 94.9 | 95.9 | 93.4 | 67.5 | 86.9 | 94.1 | 91.5 | 85.7 | 73.5 | 92.1 | |
| Veritas2026.03 | 97.3 | 94.8 | 99.8 | 97 | 99.9 | 99.9 | 99.9 | 90.3 | 75.7 | 97 | 91.8 | 95.1 | 91.7 | 58.6 | 84.1 | 92.3 | 90.2 | 89.2 | 78.5 | 90.7 | |
| DDA2026.03 | 95.3 | 81.7 | 97.2 | 95.3 | 96.6 | 97 | 96.5 | 94.1 | 91.8 | 96.8 | 94.7 | 82.9 | 95.9 | 63.9 | 85.8 | 64.9 | 67.1 | 52.4 | 79.3 | 85.7 | |
| D^32026.03 | 93.4 | 96.7 | 98.3 | 93.3 | 97.1 | 99.2 | 98.2 | 66.3 | 73.2 | 93.6 | 80.2 | 81 | 90.1 | 78.9 | 71.4 | 92.2 | 86.2 | 85.7 | 70.2 | 86.6 | |
| Co-SPY2026.03 | 88.9 | 89.8 | 94.2 | 82.8 | 92.1 | 94.5 | 93.3 | 81 | 87.7 | 90.1 | 89.1 | 76.1 | 94.2 | 73.3 | 84.2 | 72.6 | 79.2 | 80.8 | 66.2 | 84.7 | |
| C2P-CLIP2026.03 | 87.3 | 66.2 | 75.5 | 85 | 79.4 | 82.2 | 80.5 | 65 | 67.1 | 81.9 | 74.6 | 76.7 | 88.2 | 59.7 | 70.3 | 72.2 | 69.6 | 51.8 | 69.6 | 73.8 | |
| NPR2026.03 | 86.4 | 65.2 | 95 | 62.3 | 97 | 85.3 | 83.2 | 48.3 | 52.3 | 52.1 | 89.5 | 87.5 | 66.7 | 55.5 | 69.7 | 81.6 | 59 | 53.7 | 54.2 | 70.8 | |
| UnivFD2026.03 | 83.2 | 89 | 93 | 81.6 | 73.7 | 95.1 | 92.1 | 60.8 | 81.6 | 74 | 72.9 | 68.1 | 79.8 | 66.6 | 67.7 | 80.6 | 74.4 | 73.6 | 68.3 | 77.7 | |
| FakeVLM2026.03 | 78.5 | 78.2 | 78.5 | 77 | 74.5 | 76.5 | 76.8 | 70.8 | 76.2 | 76.2 | 76.9 | 76.5 | 77.7 | 75.7 | 83.6 | 81.5 | 80.8 | 78.7 | 74.5 | 77.3 | |
| AIDE2026.03 | 77.3 | 84 | 81.3 | 88 | 81.3 | 85.1 | 64.7 | 54.4 | 73.9 | 86.1 | 77.8 | 59.9 | 78.2 | 54.3 | 59.7 | 64.9 | 58 | 50.8 | 51.9 | 70.1 | |
| SAFE2026.03 | 73.4 | 63.3 | 73.8 | 69.8 | 72.3 | 99.4 | 63.6 | 49.9 | 97.4 | 50.5 | 50.2 | 74.1 | 53.4 | 59.9 | 51.4 | 83.5 | 54.9 | 50.1 | 49.7 | 65.3 | |
| GPT-5.22026.03 | 71.9 | 90.6 | 83.6 | 67.4 | 57.8 | 86.2 | 74.8 | 78.9 | 67.6 | 64.3 | 75.6 | 66.3 | 71.8 | 61.1 | 73.7 | 51.5 | 80.6 | 25.9 | 53.9 | 68.6 | |
| Gemini-3-Pro2026.03 | 70 | 87.5 | 87.8 | 75.9 | 49.7 | 84 | 87.2 | 76.3 | 63 | 69.9 | 79.6 | 80.3 | 75.3 | 62.8 | 78.3 | 85.5 | 79.3 | 41.8 | 53.1 | 73 | |
| Qwen3-VL-8B2026.03 | 64.8 | 57.6 | 56.3 | 51.2 | 49.3 | 80 | 62.8 | 53.6 | 53.9 | 55 | 53.9 | 57.1 | 55.9 | 51.8 | 56.9 | 69.6 | 71.2 | 8.8 | 54.3 | 56 | |
| Kimi-K2.52026.03 | 64.3 | 91.2 | 81.9 | 64.5 | 56 | 88.5 | 77 | 60.4 | 64.6 | 68.6 | 60.1 | 61.8 | 71.2 | 62.9 | 75.9 | 95.2 | 78 | 60.9 | 53.3 | 70.3 | |
| GLM-4.6V2026.03 | 60 | 55 | 50.1 | 51.5 | 50.5 | 57.4 | 51.4 | 54.1 | 49.5 | 53.7 | 52.9 | 55.7 | 50.1 | 53.7 | 71.7 | 59.6 | 75.5 | 18.7 | 51.1 | 53.8 |