Synthetic Image Detection on DMimage (Overall)
98.6AccuracyUniGenDet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| UniGenDetSetup=Original weights2026.04 | 98.6 | 99.1 | — | — | — | — | |
| FakeVLM-R12026.05 | 96.5 | 96.4 | 98.4 | 99.2 | 94.6 | 96.4 | |
| FakeVLMSetup=Original weights2026.04 | 94 | 94.3 | — | — | — | — | |
| FakeVLM2026.05 | 94 | 94.3 | 98.2 | 99.1 | 89.7 | 94.6 | |
| SIDASetup=Original weights2026.04 | 91.8 | 92.4 | — | — | — | — | |
| SIDA2026.05 | 91.8 | 92.4 | 92.9 | 93.1 | 90.7 | 91 | |
| AntifakePromptSetup=Original weights2026.04 | 90.6 | 91.2 | — | — | — | — | |
| AntifakePrompt2026.05 | 90.6 | 91.2 | 91.3 | 92.5 | 89.3 | 91.2 | |
| Gram-NetSetup=Original weights2026.04 | 67.4 | 79.4 | — | — | — | — | |
| Gram-Net2026.05 | 67.4 | 79.4 | 62.8 | 54.1 | 78.8 | 88.1 | |
| LNPSetup=Original weights2026.04 | 58.2 | 68.3 | — | — | — | — | |
| LNP2026.05 | 58.2 | 68.3 | 63.1 | 67.4 | 56.9 | 72.5 | |
| UnivFDSetup=Original weights2026.04 | 53.9 | 60.7 | — | — | — | — | |
| UnivFD2026.05 | 53.9 | 60.7 | 89.4 | 88.3 | 44.9 | 61.2 | |
| CNNSpotSetup=Original weights2026.04 | 40.6 | 43.3 | — | — | — | — | |
| CNNSpot2026.05 | 40.6 | 43.3 | 87.8 | 88.4 | 28.4 | 44.2 | |
| FusingSetup=Original weights2026.04 | 40.4 | 36.5 | — | — | — | — | |
| Fusing2026.05 | 40.4 | 36.5 | 87.7 | 86.1 | 15.5 | 27.2 |