Image Classification on MedMNIST 2D OrganCMNIST
94.4AccuracyClinician Mimetic Workflow
Evaluation results
| Method | Links | |
|---|---|---|
| Clinician Mimetic WorkflowCategory=Proposed2026.03 | 94.4 | |
| SigLIP2-BCategory=Supervised (Full-Tuning)2026.03 | 94.3 | |
| Swin-BCategory=Supervised (Full-Tuning)2026.03 | 91.8 | |
| BiomedGPTCategory=Finetuned Medical MLLMs2026.03 | 91.1 | |
| ResNet50Category=Supervised (Full-Tuning)2026.03 | 91 | |
| ConvNeXt-BCategory=Supervised (Full-Tuning)2026.03 | 90.6 | |
| ViT-BCategory=Supervised (Full-Tuning)2026.03 | 89.5 | |
| Hulu-MedCategory=Finetuned Medical MLLMs2026.03 | 79 | |
| Gemini-3-flashCategory=General MLLMs2026.03 | 34.9 | |
| MedGemmaCategory=Medical MLLMs2026.03 | 19.7 | |
| GPT-5-miniCategory=General MLLMs2026.03 | 18.5 | |
| LLaVA-MedCategory=Medical MLLMs2026.03 | 11.7 |