Image Classification on PACS TotalHeavyTail setting (test)
0.764Overall AccuracyNDCL
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NDCLsetting=TotalHeavyTail2026.01 | 0.764 | 0.849 | 0.722 | 0.792 | |
| ReWeightsetting=TotalHeavyTail2026.01 | 0.741 | 0.83 | 0.703 | 0.757 | |
| DANNsetting=TotalHeavyTail2026.01 | 0.739 | 0.863 | 0.712 | 0.711 | |
| BSoftmaxsetting=TotalHeavyTail2026.01 | 0.739 | 0.779 | 0.707 | 0.808 | |
| TCRIsetting=TotalHeavyTail2026.01 | 0.734 | 0.877 | 0.677 | 0.72 | |
| RDMsetting=TotalHeavyTail2026.01 | 0.728 | 0.89 | 0.66 | 0.735 | |
| SagNetsetting=TotalHeavyTail2026.01 | 0.725 | 0.855 | 0.682 | 0.704 | |
| EQRMsetting=TotalHeavyTail2026.01 | 0.725 | 0.864 | 0.693 | 0.72 | |
| GroupDROsetting=TotalHeavyTail2026.01 | 0.723 | 0.873 | 0.678 | 0.699 | |
| LDAMsetting=TotalHeavyTail2026.01 | 0.719 | 0.846 | 0.655 | 0.731 | |
| IRMsetting=TotalHeavyTail2026.01 | 0.718 | 0.872 | 0.629 | 0.734 | |
| Fishrsetting=TotalHeavyTail2026.01 | 0.716 | 0.871 | 0.671 | 0.711 | |
| PGradsetting=TotalHeavyTail2026.01 | 0.713 | 0.919 | 0.641 | 0.687 | |
| SAMALTDGsetting=TotalHeavyTail2026.01 | 0.707 | 0.823 | 0.66 | 0.752 | |
| MMDsetting=TotalHeavyTail2026.01 | 0.703 | 0.858 | 0.661 | 0.679 | |
| VRExsetting=TotalHeavyTail2026.01 | 0.703 | 0.859 | 0.66 | 0.669 | |
| MLDGsetting=TotalHeavyTail2026.01 | 0.701 | 0.867 | 0.677 | 0.648 | |
| BoDAsetting=TotalHeavyTail2026.01 | 0.701 | 0.861 | 0.679 | 0.645 | |
| Fishsetting=TotalHeavyTail2026.01 | 0.699 | 0.862 | 0.63 | 0.707 | |
| CORALsetting=TotalHeavyTail2026.01 | 0.698 | 0.881 | 0.669 | 0.623 | |
| Focalsetting=TotalHeavyTail2026.01 | 0.697 | 0.879 | 0.646 | 0.668 | |
| ERMsetting=TotalHeavyTail2026.01 | 0.696 | 0.874 | 0.62 | 0.712 | |
| Mixupsetting=TotalHeavyTail2026.01 | 0.683 | 0.865 | 0.65 | 0.629 | |
| GINIDGsetting=TotalHeavyTail2026.01 | 0.682 | 0.883 | 0.616 | 0.655 |