Synthetic Image Detection on Chameleon
84.7AccuracyDefakerOne
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DefakerOneModel Category=MLLMs2026.05 | 84.7 | — | — | |
| ForensicConcept2026.06 | 84.4 | — | — | |
| AIGI-Holmes2026.06 | 75.9 | — | — | |
| Ivy-xDetectorModel Category=MLLMs2026.05 | 73.2 | — | — | |
| Ivy-xDetector2025.06 | 73.17 | 67.78 | 77.22 | |
| AIDE2025.06 | 65.77 | 26.8 | 95.06 | |
| Effort2026.06 | 63.2 | — | — | |
| EffortModel Category=Vision Models2026.05 | 63.1 | — | — | |
| FakeVLMModel Category=MLLMs2026.05 | 62.9 | — | — | |
| AIDE2026.06 | 62.6 | — | — | |
| GramNet2026.06 | 61 | — | — | |
| GramNet2025.06 | 60.95 | 4.76 | 99.66 | |
| CNNSpot2025.06 | 60.89 | 9.86 | 99.25 | |
| UnivFD2025.06 | 60.42 | 85.52 | 41.56 | |
| CNNSpot2026.06 | 60.1 | — | — | |
| DIRE2025.06 | 59.71 | 11.86 | 95.67 | |
| DIRE2026.06 | 59.7 | — | — | |
| VeritasModel Category=MLLMs2026.05 | 59.6 | — | — | |
| ForensicMOEModel Category=MLLMs2026.05 | 58.9 | — | — | |
| LNP2025.06 | 58.52 | 7.72 | 96.7 | |
| NPR2025.06 | 58.13 | 2.43 | 100 | |
| NPR2026.06 | 58.1 | — | — | |
| FreDect2025.06 | 57.22 | 0.89 | 99.55 | |
| Fusing2026.06 | 57.1 | — | — | |
| Fusing2025.06 | 57.09 | 0.02 | 99.98 | |
| FreDect2026.06 | 56.9 | — | — | |
| PatchCraft2025.06 | 56.32 | 3.07 | 96.35 | |
| PatchCraft2026.06 | 56.3 | — | — | |
| LNP2026.06 | 55.6 | — | — | |
| UnivFD2026.06 | 55.6 | — | — | |
| CDFAModel Category=Vision Models2026.05 | 55.2 | — | — | |
| DRCTModel Category=Vision Models2026.05 | 51.6 | — | — | |
| TruforModel Category=Vision Models2026.05 | 41.2 | — | — | |
| FFDNModel Category=Vision Models2026.05 | 37.9 | — | — | |
| MesorchModel Category=Vision Models2026.05 | 37.8 | — | — | |
| DTDModel Category=Vision Models2026.05 | 36.7 | — | — |