Image Classification on VLCS TotalHeavyTail setting (test)
75.6Average AccuracyNDCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NDCLsetting=TotalHeavyTail2026.01 | 75.6 | 70.7 | 66.1 | 61 | |
| BSoftmaxsetting=TotalHeavyTail2026.01 | 74.7 | 74.4 | 62.9 | 62.1 | |
| Fishsetting=TotalHeavyTail2026.01 | 74.3 | 81.6 | 59.3 | 50.3 | |
| Fishrsetting=TotalHeavyTail2026.01 | 74.2 | 80.5 | 60.6 | 49.3 | |
| ERMsetting=TotalHeavyTail2026.01 | 73.6 | 79.2 | 61 | 50.8 | |
| MLDGsetting=TotalHeavyTail2026.01 | 73.2 | 78.9 | 58.9 | 51.4 | |
| GroupDROsetting=TotalHeavyTail2026.01 | 73.1 | 79.4 | 62.4 | 47.4 | |
| CORALsetting=TotalHeavyTail2026.01 | 73.1 | 82.7 | 59.4 | 46.2 | |
| ReWeightsetting=TotalHeavyTail2026.01 | 73 | 72.1 | 64.5 | 59.2 | |
| SagNetsetting=TotalHeavyTail2026.01 | 72.7 | 79.8 | 61.8 | 45.7 | |
| PGradsetting=TotalHeavyTail2026.01 | 72.7 | 82.9 | 58.6 | 47 | |
| SAMALTDGsetting=TotalHeavyTail2026.01 | 72.7 | 71.4 | 66 | 55.3 | |
| DANNsetting=TotalHeavyTail2026.01 | 72.4 | 75.9 | 64.1 | 49.6 | |
| LDAMsetting=TotalHeavyTail2026.01 | 72.4 | 80.5 | 59.2 | 49.7 | |
| EQRMsetting=TotalHeavyTail2026.01 | 72.1 | 77.9 | 58.8 | 47.5 | |
| MMDsetting=TotalHeavyTail2026.01 | 72 | 81.3 | 57.5 | 45.1 | |
| Focalsetting=TotalHeavyTail2026.01 | 71.9 | 81.6 | 57.8 | 46.5 | |
| RDMsetting=TotalHeavyTail2026.01 | 71.8 | 79.7 | 59.8 | 44.6 | |
| TCRIsetting=TotalHeavyTail2026.01 | 71.8 | 78 | 58.6 | 51.1 | |
| VRExsetting=TotalHeavyTail2026.01 | 71.6 | 80.1 | 61.4 | 45.2 | |
| IRMsetting=TotalHeavyTail2026.01 | 70.9 | 82 | 55.6 | 40.8 | |
| Mixupsetting=TotalHeavyTail2026.01 | 70.9 | 81.7 | 56.5 | 41.9 | |
| BoDAsetting=TotalHeavyTail2026.01 | 70.1 | 82.6 | 54.9 | 40.7 | |
| GINIDGsetting=TotalHeavyTail2026.01 | 70 | 80.4 | 56.2 | 38.3 |