AI-Generated Content Detection on DRCT-2M (test)
100LDM Detection RateREM
Evaluation results
| Method | Links | ||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| REM2025.12 | 100 | 99.6 | 99.5 | 97.6 | 99.1 | 97 | 99.7 | 99 | 99.1 | 99.5 | 100 | 99.9 | 100 | 98.2 | 99.2 | 95.2 | 98.9 | 100 | |
| Aligned2025.12 | 99.9 | 99.9 | 99.9 | 99.6 | 90.2 | 81.3 | 99.7 | 89.4 | 99.7 | 90 | 99.9 | 99.2 | 87.6 | 99.9 | 99.8 | 92.6 | 95.5 | 99.8 | |
| DDA2025.12 | 99.2 | 98.9 | 99 | 98.3 | 98 | 96.8 | 97.9 | 94.8 | 95.9 | 98.2 | 98.7 | 99 | 99.4 | 99 | 99.5 | 96.3 | 98.1 | 99.9 | |
| DRCT2025.12 | 96.7 | 96.3 | 96.3 | 94.9 | 96.2 | 93.5 | 93.4 | 92.9 | 91.2 | 95 | 95.6 | 92.7 | 92 | 94.1 | 69.6 | 57.4 | 92.4 | 96.1 | |
| UnivFD2025.12 | 85.4 | 56.8 | 56.4 | 58.2 | 63.2 | 55 | 56.5 | 53 | 54.5 | 65.9 | 68 | 65.4 | 75.9 | 64.6 | 56.2 | 53.9 | 61.9 | 85.7 | |
| C2P-CLIP2025.12 | 83 | 51.7 | 51.7 | 52.9 | 51.9 | 64.6 | 51.7 | 50.6 | 52 | 66.1 | 56.9 | 54.7 | 77.8 | 67.2 | 57.1 | 56.7 | 65.4 | 70.7 | |
| AIDE2025.12 | 64.4 | 74.9 | 75.1 | 58.5 | 53.5 | 66.3 | 52.8 | 52.8 | 70 | 54.3 | 65.9 | 53.6 | 53.9 | 95.3 | 73.3 | 69 | 73.7 | 70.2 | |
| FatFormer2025.12 | 55.9 | 48.2 | 48.2 | 48.2 | 48.2 | 48.3 | 48.2 | 48.2 | 48.3 | 50.6 | 49.7 | 49.9 | 59.8 | 66.3 | 60.6 | 56 | 49.4 | 47.8 | |
| SAFE2025.12 | 50.3 | 50.1 | 50 | 50 | 49.9 | 50.1 | 50 | 50 | 50.1 | 50 | 49.9 | 50 | 54.7 | 98.2 | 98.5 | 97.3 | 62.4 | 57.7 | |
| NPR2025.12 | 33 | 29.1 | 29 | 35.1 | 33.2 | 28.4 | 27.9 | 27.9 | 29.4 | 30.2 | 28.4 | 28.3 | 34.7 | 67.9 | 67.4 | 66.1 | 37.3 | 40.3 |