AI-Generated Image Detection on HIFI-Gen
97.8SDv2.1 ACCDRCT
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DRCTBackbone=Conv-B2026.01 | 97.8 | 99.8 | 88.7 | 99.1 | 95.7 | 99.7 | 87.8 | 98.2 | 85.5 | 99.4 | 91.1 | 99.2 | |
| DNA2026.01 | 96.2 | 99.4 | 94.1 | 99.1 | 93.7 | 98.9 | 95 | 99.8 | 91.6 | 99.6 | 96.4 | 99.2 | |
| DRCTBackbone=CLIP-L2026.01 | 87.5 | 95.6 | 82.5 | 91.5 | 84.8 | 93.7 | 83 | 92.5 | 94.2 | 99.6 | 86.4 | 94.6 | |
| MoLD2026.01 | 82.8 | 99.4 | 88.1 | 99.5 | 74.3 | 98.8 | 89.5 | 99.7 | 70.4 | 98.1 | 81 | 99.1 | |
| UnivFD2026.01 | 73.4 | 77.7 | 67.1 | 67.9 | 71.65 | 76.5 | 52 | 48.6 | 63.4 | 60.9 | 65.5 | 66.3 | |
| PatchFor2026.01 | 60.2 | 63.2 | 63.1 | 68.9 | 65.4 | 73 | 70.7 | 80 | 60.3 | 68.3 | 63.9 | 70.7 | |
| DIRE2026.01 | 55.8 | 63.1 | 57.2 | 72.4 | 55.4 | 61.1 | 53.3 | 57.4 | 54.8 | 57.9 | 55.3 | 62.4 | |
| CNNDetection2026.01 | 50 | 54.2 | 51.5 | 62.1 | 51.3 | 65 | 49.8 | 43.8 | 50.6 | 59.4 | 50.6 | 56.9 |