AI-Generated Image Detection on X-Fuse
80.87Overall (F1)AgentFoX-32B
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AgentFoX-32BModel size=32B2026.03 | 80.87 | 78.54 | 78.04 | 75.58 | 75.71 | 89.75 | 88.25 | 69.14 | 70.88 | 91.5 | 88.03 | 73.23 | 75.83 | 89.21 | 86.65 | 79.49 | |
| AgentFoX-32BThreshold=0.52026.03 | 80.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.49 | |
| AgentFoX-8BModel size=8B2026.03 | 74.51 | 73.36 | 72.94 | 65.93 | 67.02 | 82.67 | 79.78 | 65.95 | 68.39 | 84.94 | 79.49 | 56.64 | 65.56 | 88.83 | 86.27 | 73.29 | |
| AgentFoX-8BThreshold=0.52026.03 | 74.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 73.29 | |
| Semantic AnalyzerThreshold=0.52026.03 | 71.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 75.49 | |
| Probability Avg*Threshold=0.52026.03 | 66.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 68.18 | |
| MLP FusionThreshold=0.52026.03 | 66.08 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 72.21 | |
| Resnet FusionThreshold=0.52026.03 | 64.28 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 71.97 | |
| NPR2026.03 | 59.76 | 76.42 | 77.25 | 77.15 | 78.37 | 57.22 | 63.86 | 39.43 | 64.73 | 86.96 | 82.05 | 57.98 | 61.72 | 23.15 | 53.89 | 67.41 | |
| Majority Vote*Threshold=0.52026.03 | 58.22 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.66 | |
| FreqNet2026.03 | 56.37 | 73.48 | 76.08 | 72.89 | 78.37 | 39.75 | 56.98 | 30.61 | 66.06 | 63.48 | 58.69 | 42.25 | 51.34 | 52.14 | 62.78 | 65.82 | |
| Gating NetworkThreshold=0.52026.03 | 55.01 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 55.76 | |
| FakeVLMThreshold=0.52026.03 | 52.78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 58.07 | |
| RINEThreshold=0.52026.03 | 52.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 52.46 | |
| DRCTThreshold=0.52026.03 | 51.98 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 51.98 | |
| Patch ShuffleThreshold=0.52026.03 | 51.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 50.5 | |
| SPAIThreshold=0.52026.03 | 50.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.94 | |
| C2P-CLIPThreshold=0.52026.03 | 47.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 63.45 | |
| DeeCLIPThreshold=0.52026.03 | 47.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 62.57 | |
| FatFormer2026.03 | 46.85 | 63.84 | 71.57 | 74.53 | 80.85 | 33.01 | 54.2 | 17.52 | 62.46 | 54.1 | 52.27 | 52.32 | 57.4 | 32.62 | 56.39 | 62.16 | |
| UniFD2026.03 | 39 | 50.13 | 62.94 | 53.05 | 68.62 | 30.77 | 52.11 | 13 | 59.9 | 41.44 | 44.44 | 50.13 | 48.66 | 23.26 | 45 | 56.24 |