Disease Classification on Epithelium-Stroma 1.0 (test)
89.07Test AccuracyStylizing ViT
Evaluation Results
| Method | Links | |
|---|---|---|
| Stylizing ViTBackbone=DenseNet121, Style Transfer=Stylizing ViT, Optimal Conventional Augmentation=Resized Cropping, Runs=32026.01 | 89.07 | |
| BaselineBackbone=DenseNet121, Style Transfer=None, Optimal Conventional Augmentation=Resized Cropping, Runs=32026.01 | 76.09 | |
| StyTR2Backbone=DenseNet121, Style Transfer=StyTR2, Optimal Conventional Augmentation=Resized Cropping, Runs=32026.01 | 69.67 | |
| AdaINBackbone=DenseNet121, Style Transfer=AdaIN, Optimal Conventional Augmentation=Resized Cropping, Runs=32026.01 | 66.23 | |
| IEContrASTBackbone=DenseNet121, Style Transfer=IEContrAST, Optimal Conventional Augmentation=Resized Cropping, Runs=32026.01 | 63.4 | |
| SANetBackbone=DenseNet121, Style Transfer=SANet, Optimal Conventional Augmentation=Resized Cropping, Runs=32026.01 | 58.77 | |
| SGViTBackbone=DenseNet121, Style Transfer=SGViT, Style Transfer Scope=Single style patch, Optimal Conventional Augmentation=Resized Cropping, Runs=32026.01 | 58.19 |