Forgery Detection on MedForge-90K Implant Forgery Cross-Forgery
93.39AccuracyMedForge-Reasoner
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MedForge-ReasonerCategory=Generic MLLMs2026.03 | 93.39 | 92.97 | |
| SIDA-13BCategory=Specialized Detectors2026.03 | 87.24 | 86.57 | |
| AIGC-HolmesCategory=Specialized Detectors2026.03 | 84.46 | 88.73 | |
| FakeVLMCategory=Specialized Detectors2026.03 | 83.57 | 82.86 | |
| SIDA-7BCategory=Specialized Detectors2026.03 | 76.18 | 74.06 | |
| Gemini3-ProCategory=Generic MLLMs2026.03 | 75.24 | 71.53 | |
| Gemini3-FlashCategory=Generic MLLMs2026.03 | 62.46 | 72.05 | |
| Qwen3VL-PlusCategory=Generic MLLMs2026.03 | 55.78 | 53.91 | |
| Qwen3VL-FlashCategory=Generic MLLMs2026.03 | 50.47 | 53.7 |