Skin Lesion Classification on HAM10000 1,000-image subset 1.0
78.5AccuracyCustom CNN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Custom CNNStream=Median-filtered, Architecture=Three-layer CNN, Initialization=Trained from scratch2026.01 | 78.5 | 75.6 | 86.5 | 80.7 | 80.1 | |
| Custom CNNStream=Flat average, Architecture=Three-layer CNN, Initialization=Trained from scratch2026.01 | 77.5 | 72.7 | 84.2 | 78 | 83.3 | |
| Custom CNNStream=Gaussian, Architecture=Three-layer CNN, Initialization=Trained from scratch2026.01 | 75 | 76.7 | 70.4 | 73.4 | 80.3 | |
| EfficientNet-B0 (Transfer Learning)Stream=Median-filtered, Backbone=EfficientNet-B0, Initialization=Pretrained on ImageNet2026.01 | 51.5 | 80 | 4 | 7.6 | 61.5 |