AI Image Detection on Average (WildFake, Community, AIGIBench, Chameleon, GenImage) (test)
91.12AUROCFiSeR (Ours)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FiSeR (Ours)Training Domain=Community, Decision Boundary=k-NN2026.05 | 91.12 | 77.32 | |
| DIRETraining Domain=Community2026.05 | 87.78 | 46.81 | |
| Gram-NetTraining Domain=Community2026.05 | 80.91 | 38.77 | |
| CLIPDetectionTraining Domain=Community2026.05 | 79.39 | 33.33 | |
| LGradTraining Domain=Community2026.05 | 79.29 | 37 | |
| SAFETraining Domain=Community2026.05 | 79.29 | 41.5 | |
| UniFDTraining Domain=Community2026.05 | 78.84 | 40.47 | |
| ResNet-50Training Domain=Community2026.05 | 76.39 | 35.03 | |
| AIDETraining Domain=Community2026.05 | 76.13 | 33.35 | |
| LASTEDTraining Domain=Community2026.05 | 73.73 | 36.82 | |
| FreqNetTraining Domain=Community2026.05 | 71.7 | 27.76 | |
| CNNDetectionTraining Domain=Community2026.05 | 70.91 | 18.26 | |
| NPRTraining Domain=Community2026.05 | 42.6 | 4.66 |