Tumor detection on CAMELYON17-WILDS (test)
91.4AccuracyMeta-Distillation of MoE (Ours)
Evaluation Results
| Method | Links | |
|---|---|---|
| Meta-Distillation of MoE (Ours)in-distribution masking=true2022.10 | 91.4 | |
| Meta-Distillation of MoE (Ours w/o mask)in-distribution masking=false2022.10 | 90.8 | |
| ARM-BN2022.10 | 87.2 | |
| ARM-CML2022.10 | 84.2 | |
| ARM-LL2022.10 | 84.2 | |
| FishBackbone=DenseNet-1212021.04 | 79.5 | |
| ERMBackbone=DenseNet-1212021.04 | 73.3 | |
| ERM (ours)Backbone=DenseNet-1212021.04 | 70.5 | |
| ERM2022.10 | 70.3 | |
| Group DRO2022.10 | 68.4 | |
| IRM2022.10 | 64.2 | |
| IRMBackbone=DenseNet-1212021.04 | 60.9 | |
| CORAL2022.10 | 59.5 | |
| CoralBackbone=DenseNet-1212021.04 | 59.2 |