AI-generated Image Detection on AIGIBench 13
97.68Accuracy (AI)Fleet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FleetSetting=Few-shot, Shots=10-shot2026.06 | 97.68 | 92.11 | 94.89 | 98.61 | 99.69 | |
| FleetSetting=Few-shot, Shots=5-shot2026.06 | 96.01 | 92.64 | 94.33 | 97.96 | 99.8 | |
| FleetSetting=Few-shot, Shots=1-shot2026.06 | 92.12 | 92.33 | 92.23 | 96.14 | 99.95 | |
| ClipDetectionVenue=CVPR 23, Setting=Zero-shot2026.06 | 89.54 | 72.31 | 80.93 | 90.08 | 96.28 | |
| FreqNetVenue=AAAI 24, Setting=Zero-shot2026.06 | 89.3 | 58.09 | 73.7 | 84.38 | 96 | |
| AIDEVenue=ICLR 25, Setting=Zero-shot2026.06 | 83.47 | 87.64 | 85.56 | 91.96 | 98.47 | |
| PLMVenue=AAAI 26, Setting=Zero-shot2026.06 | 83.26 | 93.88 | 88.57 | 93.55 | 98.96 | |
| SAFEVenue=KDD 25, Setting=Zero-shot2026.06 | 77.47 | 82.79 | 80.13 | 89.4 | 99.83 | |
| FSDVenue=ICML 25, Setting=Few-shot, Shots=10-shot2026.06 | 71.17 | 79.45 | 75.31 | 79.47 | 76.82 | |
| FSDVenue=ICML 25, Setting=Few-shot, Shots=5-shot2026.06 | 69.53 | 78.45 | 73.99 | 76.8 | 74.39 | |
| FSDVenue=ICML 25, Setting=Few-shot, Shots=1-shot2026.06 | 59.59 | 69.14 | 64.36 | 66.31 | 63.95 |