Disease Classification on Fitzpatrick17k 1.0 (test)
81.52Test AccuracyAdaIN
Evaluation results
| Method | Links | |
|---|---|---|
| AdaINBackbone=DenseNet121, Style Transfer=AdaIN, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 81.52 | |
| SANetBackbone=DenseNet121, Style Transfer=SANet, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 81.33 | |
| BaselineBackbone=DenseNet121, Style Transfer=None, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 81.18 | |
| Stylizing ViTBackbone=DenseNet121, Style Transfer=Stylizing ViT, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 80.92 | |
| StyTR2Backbone=DenseNet121, Style Transfer=StyTR2, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 80.89 | |
| IEContrASTBackbone=DenseNet121, Style Transfer=IEContrAST, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 80.58 | |
| SGViTBackbone=DenseNet121, Style Transfer=SGViT, Style Transfer Scope=Single style patch, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 80.4 |