Generated Image Detection on ADM
0.998APDIRE-D
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DIRE-D2025.12 | 0.998 | — | — | 98.3 | |
| DIRE-DDetector Type=Diffusion Detector, Training images=ADM2026.03 | 0.9979 | — | — | 98.25 | |
| NPR2025.12 | 0.983 | — | — | 84.9 | |
| SDAIE†variant=binary variant2025.12 | 0.983 | — | — | 92.9 | |
| SDAIE2025.12 | 0.959 | — | — | 88.9 | |
| RA-DetDetector Type=Universal Detector2026.03 | 0.9507 | — | — | 88.89 | |
| Ju222025.12 | 0.941 | — | — | 49 | |
| LNP2025.12 | 0.934 | — | — | 83.9 | |
| UniFDDetector Type=Universal Detector2026.03 | 0.898 | — | — | 67.46 | |
| CLIDEZero-shot=true2025.12 | 0.88 | 0.89 | 0.84 | 84 | |
| UnivFD2025.12 | 0.868 | — | — | 66.9 | |
| RIGIDDetector Type=Universal Detector2026.03 | 0.8588 | — | — | 80.22 | |
| DIRE-GDetector Type=GAN Detector, Training images=ProGAN2026.03 | 0.8584 | — | — | 75.78 | |
| DIRE-G2025.12 | 0.858 | — | — | 75.8 | |
| DNFDetector Type=Diffusion Detector, Training images=ADM2026.03 | 0.8372 | — | — | 87.22 | |
| FerretNetDetector Type=Universal Detector2026.03 | 0.8323 | — | — | 73.65 | |
| CNNSpot2025.12 | 0.757 | — | — | 60.4 | |
| NPRDetector Type=Universal Detector2026.03 | 0.7508 | — | — | 70.58 | |
| LGrad2025.12 | 0.735 | — | — | 66.2 | |
| GramNetDetector Type=Universal Detector2026.03 | 0.7311 | — | — | 58.61 | |
| GramNet2025.12 | 0.731 | — | — | 58.6 | |
| LGradDetector Type=GAN Detector2026.03 | 0.7295 | — | — | 67.15 | |
| CNNSpotDetector Type=Universal Detector2026.03 | 0.7107 | — | — | 58.78 | |
| Frank202025.12 | 0.618 | — | — | 63.4 | |
| FreDectDetector Type=GAN Detector2026.03 | 0.6177 | — | — | 63.4 | |
| RIGIDZero-shot=true2025.12 | 0.57 | 0.56 | 0.39 | 56 | |
| Manifold BiasZero-shot=true2025.12 | 0.57 | 0.62 | 0.32 | 53 | |
| ZEDZero-shot=true2025.12 | 0.46 | 0.47 | 0.65 | 55 | |
| AEROBLADEZero-shot=true2025.12 | 0.43 | 0.45 | 0.65 | 56 |