Synthetic Image Detection on ARForensics
100LlamaGen AccuracyNPR
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| NPRType=I - trained on the LlamaGen dataset2026.04 | 100 | 56.9 | 88.5 | 93.7 | 52.3 | 52 | 63 | 72.3 | |
| CNNSpotType=I - trained on the LlamaGen dataset2026.04 | 99.9 | 50.3 | 50.9 | 95.7 | 50.8 | 56.6 | 50.1 | 64.9 | |
| FreDectType=I - trained on the LlamaGen dataset2026.04 | 99.8 | 52.9 | 50.2 | 88.9 | 52.5 | 50 | 57.1 | 64.5 | |
| Gram-NetType=I - trained on the LlamaGen dataset2026.04 | 99.6 | 55 | 52.4 | 74.5 | 50 | 57.7 | 50.1 | 62.8 | |
| LNPType=I - trained on the LlamaGen dataset2026.04 | 99.5 | 49.6 | 49.8 | 99.5 | 49.7 | 70.3 | 49.6 | 66.9 | |
| FakeVLMType=II - zero-shot evaluation2026.04 | 98.1 | 97.7 | 99.4 | 99.9 | 99.9 | 94.6 | 90.4 | 97.1 | |
| D3QEType=I - trained on the LlamaGen dataset2026.04 | 97.2 | 85.3 | 62.9 | 92.3 | 91.7 | 75.3 | 70.1 | 82.1 | |
| UnivFDType=I - trained on the LlamaGen dataset2026.04 | 89.9 | 80.5 | 71.7 | 84.3 | 88.3 | 76 | 66.2 | 79.6 | |
| UniGenDetType=II - zero-shot evaluation2026.04 | 89.4 | 99.7 | 99.9 | 99.7 | 99.5 | 98.8 | 99.5 | 98.1 |