Generated Image Detection on DALL-E 3
98.1APDDA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DDATraining Data=ProGAN (4 classes) and SDv1.42026.05 | 98.1 | — | — | 93.1 | |
| CLIDEZero-shot=true2025.12 | 96 | 96 | 88 | 89 | |
| PGCTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 94.9 | — | — | 86.3 | |
| B-FreeTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 88.6 | — | — | 78.2 | |
| Manifold BiasZero-shot=true2025.12 | 84 | 82 | 71 | 74 | |
| UnivFDTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 76.3 | — | — | 75.1 | |
| NPRTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 70 | — | — | 57.1 | |
| CNNDetTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 68.6 | — | — | 53.9 | |
| AIDETraining Data=ProGAN (4 classes) and SDv1.42026.05 | 63.1 | — | — | 55.1 | |
| LGradTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 62.7 | — | — | 57.2 | |
| FreqNetTraining Data=ProGAN (4 classes) and SDv1.42026.05 | 61 | — | — | 66.2 | |
| RIGIDZero-shot=true2025.12 | 51 | 51 | 25 | 50 | |
| ZEDZero-shot=true2025.12 | 50 | 45 | 62 | 47 | |
| SAFETraining Data=ProGAN (4 classes) and SDv1.42026.05 | 45.8 | — | — | 49 | |
| AEROBLADEZero-shot=true2025.12 | 41 | 35 | 61 | 45 |