Synthetic image detection on Glide 100-27
98.5AccuracyHiMix
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HiMix2026.04 | 98.5 | 99.9 | — | — | |
| NPR2026.04 | 97.8 | 99.7 | — | — | |
| CoD2026.04 | 97.4 | 99.5 | — | — | |
| SAFE2026.04 | 95.8 | 98.9 | — | — | |
| C2P-CLIP2026.04 | 95.3 | 99.7 | — | — | |
| ZEDZero-shot=true2025.12 | 92 | 98 | 98 | 91 | |
| UniFD2026.04 | 90.7 | 97 | — | — | |
| LGrad2026.04 | 87.4 | 93.2 | — | — | |
| VIB2026.04 | 86.2 | 97.5 | — | — | |
| FreqNet2026.04 | 84.4 | 96.6 | — | — | |
| Manifold BiasZero-shot=true2025.12 | 84 | 93 | 92 | 84 | |
| CLIDEZero-shot=true2025.12 | 83 | 92 | 91 | 83 | |
| CNNDect2026.04 | 53.1 | 71.3 | — | — | |
| RIGIDZero-shot=true2025.12 | 50 | 51 | 51 | 25 | |
| AEROBLADEZero-shot=true2025.12 | 43 | 32 | 8 | 60 | |
| FatFormerTraining Data=4-class ProGAN2023.12 | 0.944 | 0.991 | — | — | |
| UniFDTraining Data=4-class ProGAN2023.12 | 0.907 | 0.972 | — | — | |
| LGradTraining Data=4-class ProGAN2023.12 | 0.874 | 0.932 | — | — | |
| F3NetTraining Data=4-class ProGAN2023.12 | 0.87 | 0.945 | — | — | |
| PatchForTraining Data=4-class ProGAN2023.12 | 0.828 | 0.991 | — | — | |
| BlendTraining Data=FF++ self-blended2023.12 | 0.594 | 0.641 | — | — | |
| WangTraining Data=4-class ProGAN2023.12 | 0.53 | 0.713 | — | — | |
| FrankTraining Data=4-class ProGAN2023.12 | 0.504 | 0.408 | — | — | |
| DurallTraining Data=4-class ProGAN2023.12 | 0.489 | 0.469 | — | — |