Synthetic image detection on Glide 50-27
98.4AccuracyHiMix
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HiMix2026.04 | 98.4 | 99.8 | — | — | |
| Ladeda2025.01 | 98.3 | 99.8 | — | — | |
| NPR2026.04 | 98.2 | 99.8 | — | — | |
| Ours2025.01 | 98 | 99.9 | — | — | |
| CoD2026.04 | 97.7 | 99.5 | — | — | |
| NPR2025.01 | 97.5 | 99.5 | — | — | |
| SAFE2026.04 | 96.6 | 99.2 | — | — | |
| C2P-CLIP2025.01 | 95.3 | 99.8 | — | — | |
| C2P-CLIP2026.04 | 95.3 | 99.8 | — | — | |
| FatFormerTraining Data=4-class ProGAN2023.12 | 94.7 | 99.4 | — | — | |
| FatFormer2025.01 | 94.7 | 99.4 | — | — | |
| AIDE2025.01 | 94.6 | 98.9 | — | — | |
| ZEDZero-shot=true2025.12 | 92 | 98 | 98 | 91 | |
| LGrad2025.01 | 91.6 | 96 | — | — | |
| UniFDTraining Data=4-class ProGAN2023.12 | 91.1 | 97.4 | — | — | |
| UniFD2026.04 | 90.8 | 97.2 | — | — | |
| LGradTraining Data=4-class ProGAN2023.12 | 90.7 | 95.1 | — | — | |
| LGrad2026.04 | 90.6 | 95 | — | — | |
| VIB2026.04 | 89.5 | 98.1 | — | — | |
| F3NetTraining Data=4-class ProGAN2023.12 | 88.5 | 95.4 | — | — | |
| F3Net2025.01 | 88.5 | 95.4 | — | — | |
| FreqNet2025.01 | 86.7 | 96.3 | — | — | |
| FreqNet2026.04 | 86.5 | 95 | — | — | |
| Manifold BiasZero-shot=true2025.12 | 86 | 94 | 93 | 86 | |
| PatchForTraining Data=4-class ProGAN2023.12 | 84.9 | 98.8 | — | — | |
| Patchfor2025.01 | 84.9 | 98.8 | — | — | |
| CLIDEZero-shot=true2025.12 | 84 | 92 | 91 | 84 | |
| UnivFD2025.01 | 79.1 | 99.8 | — | — | |
| BlendTraining Data=FF++ self-blended2023.12 | 64.2 | 68.3 | — | — | |
| WangTraining Data=4-class ProGAN2023.12 | 54.2 | 76 | — | — | |
| CNN-Spot2025.01 | 54.2 | 76 | — | — | |
| CNNDect2026.04 | 54.2 | 76.1 | — | — | |
| FrankTraining Data=4-class ProGAN2023.12 | 52 | 42.3 | — | — | |
| DurallTraining Data=4-class ProGAN2023.12 | 51.7 | 49.9 | — | — | |
| GANDetection2025.01 | 51.7 | 53.5 | — | — | |
| RIGIDZero-shot=true2025.12 | 50 | 51 | 51 | 25 | |
| AEROBLADEZero-shot=true2025.12 | 42 | 32 | 6 | 59 |