Synthetic image detection on Glide 100-10
98.5AccuracyHiMix
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HiMix2026.04 | 98.5 | 99.9 | — | — | |
| NPR2026.04 | 98.2 | 99.8 | — | — | |
| CoD2026.04 | 97.6 | 99.6 | — | — | |
| SAFE2026.04 | 97.2 | 99.4 | — | — | |
| C2P-CLIP2026.04 | 96.1 | 99.8 | — | — | |
| FatFormerTraining Data=4-class ProGAN2023.12 | 94.2 | 99.2 | — | — | |
| ZEDZero-shot=true2025.12 | 92 | 98 | 98 | 92 | |
| UniFDTraining Data=4-class ProGAN2023.12 | 90.1 | 97 | — | — | |
| UniFD2026.04 | 90 | 96.5 | — | — | |
| LGrad2026.04 | 89.5 | 94.9 | — | — | |
| LGradTraining Data=4-class ProGAN2023.12 | 89.4 | 94.9 | — | — | |
| F3NetTraining Data=4-class ProGAN2023.12 | 88.3 | 95.4 | — | — | |
| FreqNet2026.04 | 87.8 | 96.1 | — | — | |
| PatchForTraining Data=4-class ProGAN2023.12 | 87.3 | 99.7 | — | — | |
| VIB2026.04 | 86.9 | 97.6 | — | — | |
| Manifold BiasZero-shot=true2025.12 | 85 | 93 | 93 | 85 | |
| CLIDEZero-shot=true2025.12 | 83 | 92 | 91 | 83 | |
| BlendTraining Data=FF++ self-blended2023.12 | 58.8 | 63.2 | — | — | |
| DurallTraining Data=4-class ProGAN2023.12 | 54.9 | 52.3 | — | — | |
| FrankTraining Data=4-class ProGAN2023.12 | 53.6 | 44.3 | — | — | |
| WangTraining Data=4-class ProGAN2023.12 | 53.3 | 72.9 | — | — | |
| CNNDect2026.04 | 53.3 | 72.9 | — | — | |
| RIGIDZero-shot=true2025.12 | 50 | 51 | 51 | 25 | |
| AEROBLADEZero-shot=true2025.12 | 42 | 31 | 4 | 59 |