Group Robustness on CheXpert (test)
73.4WGALEIA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LEIAGroup Info (Train/Val)=✗/★, Known Attribute=Race2026.02 | 73.4 | 78.7 | |
| LEIAGroup Info (Train/Val)=✗/★, Known Attribute=Gender2026.02 | 73.3 | 78.5 | |
| IRMGroup Info (Train/Val)=✓/★, Known Attribute=Race2026.02 | 71.4 | 81 | |
| ReWeightCRTGroup Info (Train/Val)=✗/★, Known Attribute=Race2026.02 | 71.3 | 80.8 | |
| ReWeightCRTGroup Info (Train/Val)=✗/★, Known Attribute=Gender2026.02 | 71.3 | 80.7 | |
| IRMGroup Info (Train/Val)=✓/★, Known Attribute=Gender2026.02 | 71.3 | 80.9 | |
| CRTGroup Info (Train/Val)=✗/★, Known Attribute=Gender2026.02 | 71.2 | 80.8 | |
| CRTGroup Info (Train/Val)=✗/★, Known Attribute=Race2026.02 | 71.1 | 80.9 | |
| Group DROGroup Info (Train/Val)=✓/★, Known Attribute=Gender2026.02 | 70 | 80.9 | |
| Group DROGroup Info (Train/Val)=✓/★, Known Attribute=Race2026.02 | 69.6 | 80.9 | |
| AFRGroup Info (Train/Val)=✗/★, Known Attribute=Race2026.02 | 63.9 | 82.9 | |
| DFRGroup Info (Train/Val)=✗/✓✓, Known Attribute=Race2026.02 | 63.9 | 72.3 | |
| AFRGroup Info (Train/Val)=✗/★, Known Attribute=Gender2026.02 | 63.9 | 82.9 | |
| DFRGroup Info (Train/Val)=✗/✓✓, Known Attribute=Gender2026.02 | 63.4 | 72.3 | |
| JTTGroup Info (Train/Val)=✗/★, Known Attribute=Race2026.02 | 58.7 | 84.5 | |
| JTTGroup Info (Train/Val)=✗/★, Known Attribute=Gender2026.02 | 58.7 | 84.5 | |
| LISAGroup Info (Train/Val)=✓/★, Known Attribute=Gender2026.02 | 44.7 | 88.7 | |
| ERMGroup Info (Train/Val)=✗/★, Known Attribute=Race2026.02 | 41.7 | 88.6 | |
| ERMGroup Info (Train/Val)=✗/★, Known Attribute=Gender2026.02 | 41.7 | 88.6 | |
| LISAGroup Info (Train/Val)=✓/★, Known Attribute=Race2026.02 | 39.5 | 89.4 | |
| CVaRDROGroup Info (Train/Val)=✗/★, Known Attribute=Race2026.02 | 37.1 | 88 | |
| CVaRDROGroup Info (Train/Val)=✗/★, Known Attribute=Gender2026.02 | 37.1 | 88 |