AI-generated image detection on GauGAN
100mAPUnivFD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UnivFD2025.12 | 100 | 99.5 | — | — | |
| UniFDDetector Type=Universal Detector2026.03 | 99.98 | 99.47 | — | — | |
| RA-DetDetector Type=Universal Detector2026.03 | 99.77 | 99.51 | — | — | |
| Manifold BiasZero-shot=true2025.12 | 98 | 90 | 98 | 91 | |
| LGradDetector Type=GAN Detector2026.03 | 95.43 | 78.46 | — | — | |
| RIGIDDetector Type=Universal Detector2026.03 | 93.71 | 87.26 | — | — | |
| LGrad2025.12 | 92.9 | 82.8 | — | — | |
| CNNSpot2025.12 | 90.8 | 81.4 | — | — | |
| SDAIE†variant=binary variant regularized by EXIF-induced feature extractor2025.12 | 89.9 | 84 | — | — | |
| CNNSpotDetector Type=Universal Detector2026.03 | 89.49 | 78.93 | — | — | |
| NPR2025.12 | 88.7 | 85.4 | — | — | |
| Ju222025.12 | 88.3 | 77 | — | — | |
| CLIDEZero-shot=true2025.12 | 85 | 73 | 83 | 76 | |
| GramNet2025.12 | 85 | 69.4 | — | — | |
| GramNetDetector Type=Universal Detector2026.03 | 84.99 | 69.35 | — | — | |
| LNP2025.12 | 84.5 | 79.2 | — | — | |
| NPRDetector Type=Universal Detector2026.03 | 82.97 | 80.94 | — | — | |
| FreDectDetector Type=GAN Detector2026.03 | 82.84 | 80.56 | — | — | |
| Frank202025.12 | 82.8 | 80.6 | — | — | |
| SDAIE2025.12 | 73.4 | 55.3 | — | — | |
| DIRE-G2025.12 | 72.2 | 67.8 | — | — | |
| DIRE-GDetector Type=GAN Detector, Training images=ProGAN2026.03 | 72.15 | 67.79 | — | — | |
| AEROBLADEZero-shot=true2025.12 | 71 | 60 | 70 | 68 | |
| FerretNetDetector Type=Universal Detector2026.03 | 59.71 | 61.84 | — | — | |
| DIRE-DDetector Type=Diffusion Detector, Training images=ADM2026.03 | 47.34 | 51.23 | — | — | |
| DIRE-D2025.12 | 47.3 | 51.2 | — | — | |
| ZEDZero-shot=true2025.12 | 41 | 44 | 33 | 60 | |
| DNFDetector Type=Diffusion Detector, Training images=ADM2026.03 | 39.48 | 32.78 | — | — | |
| RIGIDZero-shot=true2025.12 | 39 | 45 | 32 | 10 |