AI Image Detection on AIGIBench (test)
93.84AUROCFiSeR (Ours)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FiSeR (Ours)Training Domain=Community, Decision Boundary=k-NN2026.05 | 93.84 | 78.33 | |
| UniFDTraining Domain=Community2026.05 | 83.85 | 49.99 | |
| DIRETraining Domain=Community2026.05 | 80.22 | 44.65 | |
| LGradTraining Domain=Community2026.05 | 66.81 | 25.71 | |
| SAFETraining Domain=Community2026.05 | 65.22 | 20.89 | |
| AIDETraining Domain=Community2026.05 | 64.6 | 10.54 | |
| Gram-NetTraining Domain=Community2026.05 | 64.53 | 32.1 | |
| CNNDetectionTraining Domain=Community2026.05 | 63.47 | 11.87 | |
| CLIPDetectionTraining Domain=Community2026.05 | 63.07 | 29.93 | |
| ResNet-50Training Domain=Community2026.05 | 61.12 | 26.31 | |
| FreqNetTraining Domain=Community2026.05 | 59.41 | 11.9 | |
| LASTEDTraining Domain=Community2026.05 | 56.43 | 11.5 | |
| NPRTraining Domain=Community2026.05 | 38.66 | 2.24 |