Synthetic Image Detection on ClueAegis-Bench 1.0 (test)
99.8Light ScoreClueAegis
Evaluation results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ClueAegisBackbone=Qwen3.5-9B2026.05 | 99.8 | 99.7 | 99.4 | 99.75 | 99.75 | 99.85 | 99.7 | 95.5 | 99.75 | 99.95 | 99.55 | 95.4 | 99.01 | |
| CNNSpot2026.05 | 94.15 | 93 | 93.55 | 94.35 | 94.3 | 93.15 | 93.5 | 63.8 | 93.85 | 64 | 93 | 85.8 | 88.04 | |
| DDA2026.05 | 94 | 92.7 | 94.55 | 94.65 | 94.25 | 93.35 | 94.6 | 73.1 | 94.6 | 94.35 | 93.6 | 90.45 | 92.02 | |
| AIDE2026.05 | 93.8 | 90.65 | 94.3 | 94.55 | 94.3 | 93 | 94.55 | 64.85 | 94.25 | 93.5 | 92.7 | 83.45 | 90.33 | |
| UnivFD2026.05 | 93.5 | 87.25 | 90.9 | 92.7 | 92 | 90.35 | 92.7 | 65.15 | 92.1 | 87.3 | 82.85 | 75.2 | 86.83 | |
| Veritas2026.05 | 88.35 | 82.45 | 76.35 | 81.7 | 76.05 | 63.85 | 86.75 | 71.25 | 80.25 | 79.6 | 75.15 | 65.6 | 77.28 | |
| REVEAL2026.05 | 87.25 | 85.35 | 80.55 | 91.25 | 91.3 | 92.6 | 91.55 | 80.45 | 93.65 | 74.45 | 72.95 | 61.35 | 83.56 | |
| NPR2026.05 | 82.6 | 75.7 | 87.2 | 88.75 | 88.2 | 82.7 | 87.4 | 81.95 | 87.5 | 88.4 | 85.2 | 82.7 | 84.86 | |
| FreqNet2026.05 | 80.1 | 79.5 | 89.95 | 93.7 | 92.5 | 87.15 | 92.7 | 58.5 | 90.6 | 87.1 | 88.4 | 74.2 | 84.53 | |
| AIGI-Holmes2026.05 | 51.75 | 51.05 | 87.75 | 91.15 | 83.4 | 91.15 | 91.45 | 84.85 | 83.5 | 98.95 | 97.75 | 83.4 | 83.01 | |
| Ivy-xDetector2026.05 | 50.65 | 50.95 | 92.95 | 94.75 | 91.25 | 72.95 | 94.7 | 80.55 | 94.95 | 78.65 | 89.75 | 64.3 | 79.7 | |
| HyperDet2026.05 | 50.3 | 50.1 | 86.9 | 89.85 | 86.6 | 50.3 | 90.6 | 50.2 | 90.35 | 86.75 | 80.25 | 68.8 | 73.42 |