Image AIGC Detection on ForenSynths, UniFD, DiTFake, and ARForensics Suite
99.08Average Detection ScoreVINA
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| VINAType=V+I, Variant=140k+DDA2026.05 | 99.08 | 97.77 | 99.01 | 99.95 | 99.6 | |
| VINAType=V+I, Variant=Pika+ProGAN2026.05 | 98.55 | 97.69 | 98.74 | 99.54 | 98.22 | |
| VINAType=V+I, Variant=GenVideo+SD1.42026.05 | 98.49 | 97.35 | 98.36 | 99.93 | 98.32 | |
| B-FreeType=Image2026.05 | 97 | 94.04 | 96.23 | 99.43 | 98.28 | |
| RINEType=Image2026.05 | 96.77 | 98.8 | 98.96 | 92.45 | 96.85 | |
| WaveRepType=Video2026.05 | 96.01 | 98.87 | 93.83 | 98.91 | 92.42 | |
| DDAType=Image2026.05 | 94.79 | 89.06 | 93.59 | 99.89 | 96.61 | |
| Co-SpyType=Image, Variant=ProGAN2026.05 | 93.97 | 87.79 | 98.68 | 96.68 | 92.72 | |
| EffortType=Image2026.05 | 89.07 | 78.3 | 96.79 | 91.79 | 89.41 | |
| FatFormerType=Image2026.05 | 88.46 | 97.88 | 98.56 | 70.03 | 87.37 | |
| Co-SpyType=Image2026.05 | 86.01 | 70.69 | 84.21 | 99.3 | 89.83 | |
| NPRType=Image2026.05 | 84.34 | 78.85 | 96.22 | 83.37 | 78.93 | |
| Qwen2.5-ViTType=Video2026.05 | 71.17 | 52.64 | 62.38 | 95.16 | 74.48 | |
| DeMambaType=Video, Setting=100k2026.05 | 65.4 | 56.5 | 57 | 84.96 | 63.14 |