Video AIGC Detection on Aggregated Benchmarks (Magic, GenVideo, GenBuster++, DeepTrace Reward)
97.7Average Detection ScoreVINA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VINAType=V+I, Variant=140k+DDA2026.05 | 97.7 | 95.1 | 99.26 | 96.53 | 99.89 | |
| Qwen2.5-ViTType=Video2026.05 | 95.8 | 96.94 | 99.52 | 87.86 | 98.89 | |
| VINAType=V+I, Variant=Pika+ProGAN2026.05 | 90.78 | 79.25 | 96.64 | 88.91 | 98.33 | |
| VINAType=V+I, Variant=GenVideo+SD1.42026.05 | 90.58 | 79.6 | 98.88 | 85.21 | 98.63 | |
| WaveRepType=Video2026.05 | 90.09 | 88.99 | 98.18 | 73.92 | 99.26 | |
| DDAType=Image2026.05 | 87.87 | 85.47 | 92.75 | 80.57 | 92.69 | |
| B-FreeType=Image2026.05 | 86.45 | 80.37 | 98.06 | 77.5 | 89.88 | |
| DeMambaType=Video, Setting=100k2026.05 | 84.21 | 73.78 | 96.66 | 68.49 | 97.9 | |
| Co-SpyType=Image2026.05 | 83.41 | 71.16 | 87.16 | 82.77 | 92.56 | |
| EffortType=Image2026.05 | 80.67 | 74.05 | 96.86 | 67.78 | 83.99 | |
| NPRType=Image2026.05 | 67.83 | 70.19 | 65.26 | 68.89 | 66.96 | |
| Co-SpyType=Image, Variant=ProGAN2026.05 | 62.31 | 51.41 | 58.08 | 75.43 | 64.3 | |
| RINEType=Image2026.05 | 61.73 | 35.48 | 91.06 | 71.99 | 48.38 | |
| FatFormerType=Image2026.05 | 53.98 | 40.19 | 63.48 | 52.03 | 60.23 |