AI-generated image detection on BigGAN
99.9mAPCoD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoD2026.04 | 99.9 | 98.3 | — | — | |
| RA-DetDetector Type=Universal Detector2026.03 | 99.83 | 98.35 | — | — | |
| SAFE2026.04 | 99.8 | 97.7 | — | — | |
| HiMix2026.04 | 99.4 | 95.9 | — | — | |
| UnivFD2025.12 | 99.3 | 95.1 | — | — | |
| UniFDDetector Type=Universal Detector2026.03 | 99.27 | 95.08 | — | — | |
| SDAIE†variant=binary variant regularized by EXIF-induced feature extractor2025.12 | 97.3 | 90.5 | — | — | |
| UniFD2026.04 | 97 | 89.3 | — | — | |
| LGrad2025.12 | 96.3 | 88.8 | — | — | |
| CLIDEZero-shot=true2025.12 | 96 | 88 | 96 | 87 | |
| FreqNet2026.04 | 95 | 90.5 | — | — | |
| LNP2025.12 | 94.5 | 88.4 | — | — | |
| NPR2025.12 | 94 | 87.3 | — | — | |
| FreDectDetector Type=GAN Detector2026.03 | 93.62 | 81.98 | — | — | |
| Frank202025.12 | 93.6 | 82 | — | — | |
| AIDE2026.04 | 93.5 | 66.8 | — | — | |
| CNNDect2026.04 | 91.5 | 69.8 | — | — | |
| FerretNetDetector Type=Universal Detector2026.03 | 91.06 | 85.18 | — | — | |
| Ju222025.12 | 90.7 | 77.4 | — | — | |
| Manifold BiasZero-shot=true2025.12 | 90 | 81 | 90 | 80 | |
| LGradDetector Type=GAN Detector2026.03 | 89.08 | 81.73 | — | — | |
| NPR2026.04 | 88.2 | 80.1 | — | — | |
| CNNSpot2025.12 | 86 | 71.2 | — | — | |
| RIGIDDetector Type=Universal Detector2026.03 | 85.69 | 81.25 | — | — | |
| NPRDetector Type=Universal Detector2026.03 | 85.59 | 83.95 | — | — | |
| VIB2026.04 | 85.4 | 55.6 | — | — | |
| CNNSpotDetector Type=Universal Detector2026.03 | 84.51 | 70.19 | — | — | |
| GramNet2025.12 | 81.8 | 67.3 | — | — | |
| GramNetDetector Type=Universal Detector2026.03 | 81.79 | 67.33 | — | — | |
| DIRE-G2025.12 | 75.3 | 70.1 | — | — | |
| DIRE-GDetector Type=GAN Detector, Training images=ProGAN2026.03 | 75.25 | 70.12 | — | — | |
| SDAIE2025.12 | 66 | 57.9 | — | — | |
| RIGIDZero-shot=true2025.12 | 63 | 57 | 62 | 42 | |
| AEROBLADEZero-shot=true2025.12 | 61 | 60 | 65 | 68 | |
| DNFDetector Type=Diffusion Detector, Training images=ADM2026.03 | 51.75 | 50.55 | — | — | |
| ZEDZero-shot=true2025.12 | 47 | 50 | 45 | 63 | |
| DIRE-DDetector Type=Diffusion Detector, Training images=ADM2026.03 | 46.91 | 49.7 | — | — | |
| DIRE-D2025.12 | 46.9 | 49.7 | — | — | |
| LGrad2026.04 | 30.2 | 40.5 | — | — |