Image Classification on OfficeHome (Few-Shot Breakdown)
55.7Average AccuracyNDCL
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NDCLSetting=Duality2026.01 | 55.7 | 71.4 | 65.8 | 47.6 | |
| PGradSetting=Duality2026.01 | 55.4 | 73 | 65.7 | 46 | |
| TCRISetting=Duality2026.01 | 54.6 | 70.8 | 64.5 | 45.4 | |
| CORALSetting=Duality2026.01 | 54.5 | 74.3 | 66.6 | 43.8 | |
| SagNetSetting=Duality2026.01 | 53.9 | 73 | 63.8 | 43.9 | |
| BoDASetting=Duality2026.01 | 53.5 | 74.6 | 65.5 | 42.7 | |
| VRExSetting=Duality2026.01 | 52.9 | 70.1 | 62.5 | 43.3 | |
| FishSetting=Duality2026.01 | 52.9 | 69.5 | 62.6 | 43.3 | |
| RDMSetting=Duality2026.01 | 52.9 | 71.1 | 61.5 | 43.7 | |
| BSoftmaxSetting=Duality2026.01 | 52.8 | 67.4 | 62.1 | 44.4 | |
| MLDGSetting=Duality2026.01 | 52.5 | 68 | 62.9 | 43.1 | |
| FishrSetting=Duality2026.01 | 52.5 | 71.1 | 62 | 43 | |
| EQRMSetting=Duality2026.01 | 52.4 | 68 | 63 | 42.9 | |
| ReWeightSetting=Duality2026.01 | 52.4 | 68.9 | 61.3 | 43.7 | |
| ERMSetting=Duality2026.01 | 52.3 | 68.9 | 61.7 | 42.9 | |
| MixupSetting=Duality2026.01 | 52.2 | 70.6 | 62.6 | 42.2 | |
| DANNSetting=Duality2026.01 | 51.8 | 70 | 61.9 | 42.2 | |
| GroupDROSetting=Duality2026.01 | 51.7 | 70.5 | 62.2 | 41.7 | |
| SAMALTDGSetting=Duality2026.01 | 51.7 | 68.9 | 61.3 | 42.8 | |
| MMDSetting=Duality2026.01 | 50.9 | 69 | 60.3 | 41.4 | |
| FocalSetting=Duality2026.01 | 50.8 | 67.5 | 60.3 | 41.5 | |
| GINIDGSetting=Duality2026.01 | 50.2 | 69.4 | 59.8 | 40.5 | |
| LDAMSetting=Duality2026.01 | 50.1 | 68.1 | 59.6 | 40.8 | |
| IRMSetting=Duality2026.01 | 49.4 | 67.1 | 60.1 | 39.8 |