Medical Image Classification on PAD-UFES 20 (OA, AUC)
62.3Overall AccuracyMKG-CARE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MKG-CARECategory=Ours2026.05 | 62.3 | 83.3 | |
| KEMCategory=Knowledge-enhanced, Year=20252026.05 | 62 | 82.6 | |
| Gemini-3-proCategory=General LVLM, Year=20252026.05 | 61.1 | 70.7 | |
| Swin-TransformerCategory=Vision-based, Year=20212026.05 | 59.7 | 82.5 | |
| Qwen3.5-plusCategory=General LVLM, Year=20262026.05 | 59.1 | 72.4 | |
| MedMambaCategory=Vision-based, Year=20242026.05 | 58.8 | 80.8 | |
| GPT-5.1Category=General LVLM, Year=20252026.05 | 57.7 | 74.2 | |
| HuatuoGPT-Vision-34BCategory=Med-LVLM, Year=20242026.05 | 54.9 | 65.3 | |
| medgemma-1.5-4b-itCategory=Med-LVLM, Year=20262026.05 | 53.5 | 69.5 | |
| VMambaCategory=Vision-based, Year=20242026.05 | 52.3 | 82.6 | |
| EfficientNetV2Category=Vision-based, Year=20212026.05 | 51.7 | 74.1 | |
| ConvNeXtCategory=Vision-based, Year=20222026.05 | 49.4 | 77.7 | |
| Health-GPT-XL32Category=Med-LVLM, Year=20242026.05 | 39.2 | 61.9 |