Tumor Classification on Camelyon17-WILDS (test)
0.9835AUCVREx
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| VREx2026.02 | 0.9835 | 94.39 | — | |
| VRExManifold=Euclidean2026.02 | 0.9835 | — | — | |
| HypCBC2026.02 | 0.9833 | 94.19 | — | |
| HypCBCManifold=Hyperbolic2026.02 | 0.9833 | — | — | |
| ERM2026.02 | 0.9832 | 94.02 | — | |
| ERMManifold=Euclidean2026.02 | 0.9832 | — | — | |
| MMD2026.02 | 0.9827 | 94.21 | — | |
| MMDManifold=Euclidean2026.02 | 0.9827 | — | — | |
| CORAL2026.02 | 0.9825 | 94.04 | — | |
| CORALManifold=Euclidean2026.02 | 0.9825 | — | — | |
| CDANN2026.02 | 0.9823 | 93.64 | — | |
| CDANNManifold=Euclidean2026.02 | 0.9823 | — | — | |
| Med-C2026.02 | 0.9822 | 94.09 | — | |
| GroupDRO2026.02 | 0.9822 | 94.3 | — | |
| DANN2026.02 | 0.9822 | 93.53 | — | |
| Med-CManifold=Euclidean2026.02 | 0.9822 | — | — | |
| GroupDROManifold=Euclidean2026.02 | 0.9822 | — | — | |
| DANNManifold=Euclidean2026.02 | 0.9822 | — | — | |
| IRM2026.02 | 0.9817 | 93.76 | — | |
| IRMManifold=Euclidean2026.02 | 0.9817 | — | — | |
| RandAug2026.02 | 0.9815 | 93.89 | — | |
| RandAugManifold=Euclidean2026.02 | 0.9815 | — | — | |
| HypERM2026.02 | 0.9807 | 93.22 | — | |
| HypERMManifold=Hyperbolic2026.02 | 0.9807 | — | — | |
| AugMix2026.02 | 0.9806 | 92.73 | — | |
| AugMixManifold=Euclidean2026.02 | 0.9806 | — | — | |
| AdvSTBackbone=DenseNet-121, Seeds=52026.05 | — | 56.4 | 31.7 | |
| Bilevel-StainBackbone=DenseNet-121, Seeds=52026.05 | — | 71.4 | 43.2 | |
| CASABackbone=DenseNet-121, Seeds=52026.05 | — | 93.9 | 84.9 | |
| DANNBackbone=DenseNet-121, Seeds=52026.05 | — | 69.8 | 53.1 | |
| ERMBackbone=DenseNet-121, Seeds=52026.05 | — | 63.9 | 36.1 | |
| HED-lightBackbone=DenseNet-121, Seeds=5, sigma=0.052026.05 | — | 80.4 | 66.1 | |
| HED-strongBackbone=DenseNet-121, Seeds=5, sigma=0.22026.05 | — | 88.4 | 76.1 | |
| Macenko-normBackbone=DenseNet-121, Seeds=52026.05 | — | 78 | 46 | |
| RandStainNABackbone=DenseNet-121, Seeds=52026.05 | — | 85.2 | 57.6 | |
| Zhong et al.Backbone=DenseNet-121, Seeds=52026.05 | — | 64.8 | 46.8 |