AI-generated image detection on Real-world degradation benchmark (test)
91.3ChameleonREM
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| REM2025.12 | 91.3 | 96.5 | 92.8 | 96.9 | 97.2 | 98.1 | 98.2 | 92.2 | 90.4 | 94.8 | 97.4 | |
| DDA2025.12 | 82.4 | 92.3 | 87.3 | 93.1 | 93.1 | 86.4 | 91.5 | 79.6 | 88.6 | 88.3 | 93.4 | |
| Aligned2025.12 | 71 | 85.5 | 58.5 | 92.2 | 89.4 | 69.1 | 81.8 | 73.5 | 71.9 | 78.2 | 86.1 | |
| AIDE2025.12 | 63.1 | 63.4 | 48.8 | 51.9 | 57.8 | 71.5 | 45.8 | 57.3 | 53.7 | 57.5 | 51 | |
| NPR2025.12 | 59.9 | 43.6 | 61.3 | 44.5 | 78.1 | 61 | 51.3 | 53.3 | 55.1 | 57.1 | 57.6 | |
| SAFE2025.12 | 59.2 | 49.4 | 48.2 | 49.6 | 50.9 | 74.1 | 37.5 | 58.4 | 54.5 | 52.7 | 55.4 | |
| DRCT2025.12 | 56.6 | 58.3 | 56.4 | 50.5 | 46.6 | 53.1 | 55.2 | 67.5 | 76.7 | 53.8 | 62.4 | |
| FatFormer2025.12 | 51.2 | 46.5 | 61.6 | 48.3 | 54.1 | 68.1 | 54.4 | 56.9 | 51.9 | 54.9 | 64 | |
| C2P-CLIP2025.12 | 51.1 | 56.9 | 61.4 | 53 | 54.4 | 68.4 | 55.9 | 56.4 | 51 | 57.3 | 58.8 | |
| UnivFD2025.12 | 50.7 | 45.4 | 65.3 | 46.2 | 49.1 | 60.2 | 56.5 | 54.6 | 51.4 | 53.3 | 52.5 |