Disease Classification on Camelyon17-WILDS 1.0 (test)
0.9565Test AccuracyStylizing ViT
Evaluation Results
| Method | Links | |
|---|---|---|
| Stylizing ViTBackbone=DenseNet121, Style Transfer=Stylizing ViT, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 0.9565 | |
| SANetBackbone=DenseNet121, Style Transfer=SANet, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 0.9562 | |
| SGViTBackbone=DenseNet121, Style Transfer=SGViT, Style Transfer Scope=Single style patch, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 0.9525 | |
| IEContrASTBackbone=DenseNet121, Style Transfer=IEContrAST, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 0.9524 | |
| StyTR2Backbone=DenseNet121, Style Transfer=StyTR2, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 0.9386 | |
| AdaINBackbone=DenseNet121, Style Transfer=AdaIN, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 0.9336 | |
| BaselineBackbone=DenseNet121, Style Transfer=None, Optimal Conventional Augmentation=Color Jitter, Runs=32026.01 | 0.9024 |