Domain Generalization on Camelyon17-WILDS (test)
96.9Avg AccDDG
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DDGData Augmentation=true2021.11 | 96.9 | 97.7 | 96.6 | 96.9 | 97.2 | 96.9 | |
| DDGData Augmentation=false2021.11 | 96.6 | 97.4 | 95.4 | 96.8 | 96.8 | 96.6 | |
| MLDG2021.11 | 96.1 | 97 | 95 | 96.6 | 96 | 96.1 | |
| CORAL2021.11 | 96 | 96.5 | 95.2 | 96.9 | 96.8 | 94.8 | |
| GDRO2021.11 | 95.8 | 96.5 | 95 | 95.9 | 96 | 95.7 | |
| ERM2021.11 | 95.6 | 96.8 | 94.9 | 95.9 | 95.8 | 94.8 | |
| Mixup2021.11 | 95.6 | 96.2 | 94.3 | 95.7 | 96.7 | 95.1 | |
| MMD2021.11 | 95.6 | 96.3 | 94.9 | 96.8 | 96.5 | 93.3 | |
| DReaMEAggregation=Average2021.12 | 94.6 | — | — | — | — | — | |
| IRM2021.11 | 94 | 95 | 92 | 95.2 | 94.3 | 93.3 | |
| CDANN2021.11 | 93.7 | 94.3 | 91.7 | 95 | 94.7 | 92.9 | |
| SagNet2021.12 | 92.9 | — | — | — | — | — | |
| DANN2021.11 | 92.8 | 93.9 | 89.6 | 94.5 | 93.9 | 92 | |
| CORAL2021.12 | 92.7 | — | — | — | — | — | |
| GroupDRO++2021.12 | 86.7 | — | — | — | — | — | |
| ERMVariant=RA2021.12 | 85.21 | — | — | — | — | — | |
| ERM2021.12 | 82.31 | — | — | — | — | — |