Skin cancer diagnosis on ISIC (test)
95.4SensitivityOurs (CNN+ViT+meta)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Ours (CNN+ViT+meta)Data=Pseudo-spectral2026.06 | 95.4 | 98.2 | 99.2 | |
| EViT-DenseNet (prior hybrid)Data=RGB2026.06 | 90.8 | 96.9 | 99.1 | |
| neuro-fuzzy-colonial competition algorithm2025.05 | 90 | — | — | |
| ViT (no CNN)Data=RGB2026.06 | 88.7 | 92.3 | 96.2 | |
| ResNet50+VGG16 fusionData=RGB2026.06 | 84.5 | 90.1 | 94 | |
| neuro-fuzzy algorithm2025.05 | 81 | — | — | |
| neuro-fuzzy algorithm and ant colony2025.05 | 81 | — | — | |
| InceptionV3 (transfer)Data=RGB2026.06 | 78.2 | 86.4 | 92.1 |