Domain Generalization on DomainBed (CMNIST, RMNIST, VLCS, PACS, OfficeHome, Terra)
46.5CMNIST AccuracyXDED (Ours)
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| XDED (Ours)Model selection=leave-one-domain-out cross-validation2022.11 | 46.5 | 97.7 | 74.8 | 83.8 | 65 | 42.5 | 68.4 | |
| DANNModel selection=leave-one-domain-out cross-validation2022.11 | 40.7 | 97.6 | 76.9 | 81 | 64.9 | 44.4 | 67.5 | |
| IRMModel selection=leave-one-domain-out cross-validation2022.11 | 40.3 | 97 | 76.3 | 81.5 | 64.3 | 41.2 | 66.7 | |
| CORALModel selection=leave-one-domain-out cross-validation2022.11 | 39.7 | 97.8 | 78.7 | 82.6 | 68.5 | 46.3 | 68.9 | |
| CDANNModel selection=leave-one-domain-out cross-validation2022.11 | 39.1 | 97.5 | 77.5 | 78.8 | 64.3 | 39.9 | 66.1 | |
| VREXModel selection=leave-one-domain-out cross-validation2022.11 | 36.9 | 93.6 | 76.7 | 81.3 | 64.9 | 37.3 | 65.1 | |
| GroupDROModel selection=leave-one-domain-out cross-validation2022.11 | 36.8 | 97.6 | 77.9 | 83.5 | 65.2 | 44.9 | 66.7 | |
| MMDModel selection=leave-one-domain-out cross-validation2022.11 | 36.8 | 97.8 | 77.3 | 83.2 | 60.2 | 46.5 | 66.9 | |
| ARMModel selection=leave-one-domain-out cross-validation2022.11 | 36.8 | 98.1 | 76.6 | 81.7 | 64.4 | 42.6 | 66.7 | |
| ERMModel selection=leave-one-domain-out cross-validation2022.11 | 36.7 | 97.7 | 77.2 | 83 | 65.7 | 41.4 | 66.9 | |
| MLDGModel selection=leave-one-domain-out cross-validation2022.11 | 36.7 | 97.6 | 77.2 | 82.9 | 66.1 | 46.2 | 67.7 | |
| SagNetModel selection=leave-one-domain-out cross-validation2022.11 | 36.5 | 94 | 77.5 | 82.3 | 67.6 | 47.2 | 67.5 | |
| RSCModel selection=leave-one-domain-out cross-validation2022.11 | 36.5 | 97.6 | 77.5 | 82.6 | 65.8 | 40 | 66.6 | |
| MTLModel selection=leave-one-domain-out cross-validation2022.11 | 35 | 97.8 | 76.6 | 83.7 | 65.7 | 44.9 | 67.2 | |
| MixupModel selection=leave-one-domain-out cross-validation2022.11 | 33.4 | 97.8 | 77.7 | 83.2 | 67 | 48.7 | 67.9 |