Medical Image Classification on RetinaMNIST
58.8AccuracyMKG-CARE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MKG-CARECategory=Ours2026.05 | 58.8 | 76 | |
| MO-MAE2026.05 | 58.8 | 82.2 | |
| MedVIT-S2026.05 | 56.1 | 77.3 | |
| KEMCategory=Knowledge-enhanced, Year=20252026.05 | 55.8 | 75.6 | |
| MedVIT-L2026.05 | 55.2 | 75.4 | |
| MedMambaCategory=Vision-based, Year=20242026.05 | 54.3 | 74.7 | |
| Swin-TransformerCategory=Vision-based, Year=20212026.05 | 53.5 | 72.5 | |
| MedVIT-T2026.05 | 53.4 | 75.2 | |
| Google AutoML2026.05 | 53.1 | 75 | |
| VMambaCategory=Vision-based, Year=20242026.05 | 52.3 | 73.2 | |
| ConvNeXtCategory=Vision-based, Year=20222026.05 | 51.8 | 69.8 | |
| Auto-sklearn2026.05 | 51.5 | 69 | |
| EfficientNetV2Category=Vision-based, Year=20212026.05 | 51.3 | 70.5 | |
| ResNet-502026.05 | 51.1 | 71.6 | |
| medgemma-1.5-4b-itCategory=Med-LVLM, Year=20262026.05 | 51 | 62.3 | |
| AutoKeras2026.05 | 50.3 | 71.9 | |
| ResNet-182026.05 | 49.3 | 71 | |
| Qwen3.5-plusCategory=General LVLM, Year=20262026.05 | 47 | 55.7 | |
| CoCoOpTrain Params=44K2026.04 | 40.92 | — | |
| Health-GPT-XL32Category=Med-LVLM, Year=20242026.05 | 40.3 | 49.9 | |
| BioVLMTrain Params=30K2026.04 | 40.08 | — | |
| TCPTrain Params=0.5M2026.04 | 39.68 | — | |
| PromptSRCTrain Params=69K2026.04 | 38.95 | — | |
| MaPLeTrain Params=5.3M2026.04 | 38.45 | — | |
| HuatuoGPT-Vision-34BCategory=Med-LVLM, Year=20242026.05 | 36.5 | 60 | |
| BioMedCLIPTrain Params=02026.04 | 35.25 | — | |
| BiomedCoOpTrain Params=3K2026.04 | 34.5 | — | |
| CoOpTrain Params=3K2026.04 | 31.58 | — | |
| Gemini-3-proCategory=General LVLM, Year=20252026.05 | 31.5 | 58 | |
| KgCoOpTrain Params=3K2026.04 | 30.83 | — | |
| ProGradTrain Params=3K2026.04 | 29.17 | — | |
| GPT-5.1Category=General LVLM, Year=20252026.05 | 28.5 | 48.3 |