AI-generated image detection on ProGAN
100mAPCNNSpot
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CNNSpot2025.12 | 100 | 100 | — | — | |
| GramNet2025.12 | 100 | 100 | — | — | |
| Frank202025.12 | 100 | 99.4 | — | — | |
| Ju222025.12 | 100 | 100 | — | — | |
| LNP2025.12 | 100 | 100 | — | — | |
| LGrad2025.12 | 100 | 100 | — | — | |
| UnivFD2025.12 | 100 | 99.8 | — | — | |
| NPR2025.12 | 100 | 99.9 | — | — | |
| SDAIE†variant=binary variant regularized by EXIF-induced feature extractor2025.12 | 100 | 100 | — | — | |
| CNNSpotDetector Type=Universal Detector2026.03 | 100 | 99.99 | — | — | |
| GramNetDetector Type=Universal Detector2026.03 | 100 | 99.99 | — | — | |
| UniFDDetector Type=Universal Detector2026.03 | 100 | 99.81 | — | — | |
| RA-DetDetector Type=Universal Detector2026.03 | 100 | 99.98 | — | — | |
| FreqNetTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 100 | 99.3 | — | — | |
| NPRTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 100 | 99.4 | — | — | |
| SAFETraining Data=ProGAN (4 classes) and SDv1.42026.05 | 100 | 100 | — | — | |
| FreDectDetector Type=GAN Detector2026.03 | 99.99 | 99.36 | — | — | |
| LGradDetector Type=GAN Detector2026.03 | 99.99 | 99.78 | — | — | |
| NPRDetector Type=Universal Detector2026.03 | 99.98 | 99.9 | — | — | |
| FerretNetDetector Type=Universal Detector2026.03 | 99.95 | 99.09 | — | — | |
| CNNDetTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 99.9 | 97.6 | — | — | |
| UnivFDTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 99.9 | 98.4 | — | — | |
| PGCTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 99.9 | 92.2 | — | — | |
| LGradTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 99.8 | 96.6 | — | — | |
| AIDETraining Data=ProGAN (4 classes) and SDv1.42026.05 | 99.6 | 97.2 | — | — | |
| DIRE-G2025.12 | 99.1 | 95.2 | — | — | |
| DIRE-GDetector Type=GAN Detector, Training images=ProGAN2026.03 | 99.08 | 95.19 | — | — | |
| DDATraining Data=ProGAN (4 classes) and SDv1.42026.05 | 97.7 | 84.7 | — | — | |
| B-FreeTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 97.2 | 92.7 | — | — | |
| Manifold BiasZero-shot=true2025.12 | 97 | 88 | 96 | 88 | |
| RIGIDDetector Type=Universal Detector2026.03 | 96.83 | 93 | — | — | |
| CLIDEZero-shot=true2025.12 | 96 | 88 | 95 | 87 | |
| SDAIE2025.12 | 87.3 | 78.6 | — | — | |
| ZEDZero-shot=true2025.12 | 75 | 64 | 74 | 70 | |
| DNFDetector Type=Diffusion Detector, Training images=ADM2026.03 | 60.4 | 83.35 | — | — | |
| DIRE-D2025.12 | 58.8 | 52.8 | — | — | |
| DIRE-DDetector Type=Diffusion Detector, Training images=ADM2026.03 | 58.79 | 52.75 | — | — | |
| AEROBLADEZero-shot=true2025.12 | 49 | 54 | 54 | 65 | |
| RIGIDZero-shot=true2025.12 | 46 | 48 | 45 | 16 |