Image Classification on MedMNIST 2D OrganAMNIST
96.2AccuracyClinician Mimetic Workflow
Evaluation results
| Method | Links | |
|---|---|---|
| Clinician Mimetic WorkflowCategory=Proposed2026.03 | 96.2 | |
| SigLIP2-BCategory=Supervised (Full-Tuning)2026.03 | 95.6 | |
| ResNet50Category=Supervised (Full-Tuning)2026.03 | 94.6 | |
| Swin-BCategory=Supervised (Full-Tuning)2026.03 | 94.1 | |
| ConvNeXt-BCategory=Supervised (Full-Tuning)2026.03 | 92.5 | |
| ViT-BCategory=Supervised (Full-Tuning)2026.03 | 90 | |
| Gemini-3-flashCategory=General MLLMs2026.03 | 37.2 | |
| MedGemmaCategory=Medical MLLMs2026.03 | 21.2 | |
| GPT-5-miniCategory=General MLLMs2026.03 | 20.7 | |
| LLaVA-MedCategory=Medical MLLMs2026.03 | 10.6 | |
| SigLIP2-BCategory=Supervised (Full-Tuning)2026.03 | 0.802 | |
| Clinician Mimetic WorkflowCategory=Proposed2026.03 | 0.795 | |
| Swin-BCategory=Supervised (Full-Tuning)2026.03 | 0.79 | |
| ResNet50Category=Supervised (Full-Tuning)2026.03 | 0.789 | |
| ConvNeXt-BCategory=Supervised (Full-Tuning)2026.03 | 0.764 | |
| ViT-BCategory=Supervised (Full-Tuning)2026.03 | 0.754 | |
| Gemini-3-flashCategory=General MLLMs2026.03 | 0.299 | |
| MedGemmaCategory=Medical MLLMs2026.03 | 0.162 | |
| GPT-5-miniCategory=General MLLMs2026.03 | 0.149 | |
| LLaVA-MedCategory=Medical MLLMs2026.03 | 0.11 |