Image Classification on MedMNIST (DermalMNIST, TissueMNIST, BreastMNIST)
82.1DermalMNIST Top-1 AccuracyHypoExplore (Ours)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HypoExplore (Ours)2026.04 | 82.1 | 73.9 | 91.7 | |
| MedViTV2-L2026.04 | 81.7 | 71.6 | 91 | |
| PRADA2026.04 | 81.3 | — | — | |
| NQNN2026.04 | 80.4 | — | — | |
| MedNNS2026.04 | 79.7 | 69.2 | 92.3 | |
| MedFormer2026.04 | 78.3 | — | — | |
| MedViTV1-L2026.04 | 77.3 | 68.3 | 88.5 | |
| MedMamba-B2026.04 | 75.7 | — | 89.1 | |
| ResNet-182026.04 | 75.4 | 68.1 | 83.3 | |
| Swin2026.04 | 75.3 | — | — | |
| ViT2026.04 | 73.9 | — | — | |
| Med-LEGO2026.04 | 73.9 | — | — | |
| ResNet-502026.04 | 73.1 | 68.3 | 82.8 |