AI-generated image detection on CycleGAN
99.8mAPUnivFD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UnivFD2025.12 | 99.8 | 98.3 | — | — | |
| UniFDDetector Type=Universal Detector2026.03 | 99.8 | 98.33 | — | — | |
| RA-DetDetector Type=Universal Detector2026.03 | 99.47 | 96.52 | — | — | |
| SDAIE†variant=binary variant regularized by EXIF-induced feature extractor2025.12 | 99.4 | 91.9 | — | — | |
| NPR2025.12 | 99.1 | 90.3 | — | — | |
| FerretNetDetector Type=Universal Detector2026.03 | 98.34 | 93.64 | — | — | |
| NPRDetector Type=Universal Detector2026.03 | 98.12 | 95.19 | — | — | |
| CLIDEZero-shot=true2025.12 | 98 | 91 | 98 | 90 | |
| Manifold BiasZero-shot=true2025.12 | 97 | 90 | 97 | 89 | |
| Ju222025.12 | 95.5 | 87 | — | — | |
| GramNetDetector Type=Universal Detector2026.03 | 95.33 | 86.07 | — | — | |
| GramNet2025.12 | 95.3 | 86.1 | — | — | |
| LGradDetector Type=GAN Detector2026.03 | 95.01 | 86.94 | — | — | |
| CNNSpot2025.12 | 94.9 | 87.6 | — | — | |
| LGrad2025.12 | 94 | 85.7 | — | — | |
| CNNSpotDetector Type=Universal Detector2026.03 | 93.48 | 85.2 | — | — | |
| LNP2025.12 | 89.5 | 79.1 | — | — | |
| SDAIE2025.12 | 85.9 | 66.2 | — | — | |
| Frank202025.12 | 84.8 | 78.8 | — | — | |
| FreDectDetector Type=GAN Detector2026.03 | 84.78 | 78.77 | — | — | |
| RIGIDDetector Type=Universal Detector2026.03 | 83.04 | 75.34 | — | — | |
| DIRE-G2025.12 | 80.6 | 74.2 | — | — | |
| DIRE-GDetector Type=GAN Detector, Training images=ProGAN2026.03 | 80.56 | 74.19 | — | — | |
| AEROBLADEZero-shot=true2025.12 | 73 | 69 | 76 | 73 | |
| DNFDetector Type=Diffusion Detector, Training images=ADM2026.03 | 66.49 | 47.77 | — | — | |
| DIRE-DDetector Type=Diffusion Detector, Training images=ADM2026.03 | 50.03 | 49.58 | — | — | |
| DIRE-D2025.12 | 50 | 49.6 | — | — | |
| RIGIDZero-shot=true2025.12 | 39 | 43 | 34 | 5 | |
| ZEDZero-shot=true2025.12 | 38 | 43 | 22 | 60 |