Image Classification on OfficeHome DomainBed suite (test)
80.9AccuracyGMDG + L-Reg
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GMDG + L-RegOracle model=RegNetY-16GF2024.10 | 80.9 | — | — | — | — | |
| GMDGOracle model=RegNetY-16GF2024.10 | 80.8 | — | — | — | — | |
| MIROOracle model=RegNetY-16GF2024.10 | 80.4 | — | — | — | — | |
| mDSDI2024.10 | 69.2 | — | — | — | — | |
| CORAL2024.10 | 68.7 | — | — | — | — | |
| Fish2024.10 | 68.6 | — | — | — | — | |
| SagNet2024.10 | 68.1 | — | — | — | — | |
| SelfReg2024.10 | 67.9 | — | — | — | — | |
| ERM2024.10 | 67.6 | — | — | — | — | |
| MLDG2024.10 | 66.8 | — | — | — | — | |
| VREX2024.10 | 66.4 | — | — | — | — | |
| MTL2024.10 | 66.4 | — | — | — | — | |
| MMD2024.10 | 66.3 | — | — | — | — | |
| GroupDRO2024.10 | 66 | — | — | — | — | |
| DANN2024.10 | 65.9 | — | — | — | — | |
| CDANN2024.10 | 65.8 | — | — | — | — | |
| RSC2024.10 | 65.5 | — | — | — | — | |
| ARM2024.10 | 64.8 | — | — | — | — | |
| IRM2024.10 | 64.3 | — | — | — | — | |
| ERM+hyper-parameters=default DomainBed settings2024.10 | 63.2 | 56.1 | 51 | 73 | 72.5 | |
| LFMEhyper-parameters=default DomainBed settings2024.10 | 63.2 | 56.4 | 51.1 | 72.5 | 72.8 | |
| SDhyper-parameters=default DomainBed settings2024.10 | 62.9 | 55 | 51.3 | 72.5 | 72.7 | |
| SagNethyper-parameters=default DomainBed settings2024.10 | 62.5 | 55.3 | 49.6 | 72.1 | 73.2 | |
| CORALhyper-parameters=default DomainBed settings2024.10 | 62.4 | 55.1 | 49.7 | 71.8 | 73.1 | |
| SelfReghyper-parameters=default DomainBed settings2024.10 | 62.4 | 55.1 | 49.2 | 72.2 | 73 | |
| Meta-DMoEhyper-parameters=default DomainBed settings2024.10 | 62.2 | 54.7 | 50.4 | 71.8 | 71.8 | |
| Fishhyper-parameters=default DomainBed settings2024.10 | 62 | 54.6 | 49.6 | 71.3 | 72.4 | |
| ITTAhyper-parameters=default DomainBed settings2024.10 | 62 | 54.4 | 52.3 | 69.5 | 71.7 | |
| Mixuphyper-parameters=default DomainBed settings2024.10 | 61.7 | 54 | 49.3 | 70.7 | 72.6 | |
| CondCADhyper-parameters=default DomainBed settings2024.10 | 61 | 53.3 | 48.4 | 69.8 | 72.6 | |
| MLDGhyper-parameters=default DomainBed settings2024.10 | 60.9 | 53.1 | 48.4 | 70.5 | 71.7 | |
| Fishrhyper-parameters=default DomainBed settings2024.10 | 60.9 | 52.6 | 48.6 | 69.9 | 72.4 | |
| ERMhyper-parameters=default DomainBed settings2024.10 | 60.6 | 52.2 | 48.7 | 69.9 | 71.7 | |
| GroupDROhyper-parameters=default DomainBed settings2024.10 | 60.6 | 52.6 | 48.2 | 69.9 | 71.5 | |
| CADhyper-parameters=default DomainBed settings2024.10 | 60.5 | 52.1 | 48.3 | 69.7 | 71.9 | |
| Mixstyle2024.10 | 60.4 | — | — | — | — | |
| MMDhyper-parameters=default DomainBed settings2024.10 | 59.9 | 50.9 | 48.7 | 69.3 | 70.7 | |
| MTLhyper-parameters=default DomainBed settings2024.10 | 59.9 | 51.6 | 47.7 | 69.1 | 71 | |
| ARMhyper-parameters=default DomainBed settings2024.10 | 59.6 | 51.3 | 48.5 | 68 | 70.6 | |
| MixStylehyper-parameters=default DomainBed settings2024.10 | 59.6 | 50.8 | 51.4 | 67.6 | 68.8 | |
| DANNhyper-parameters=default DomainBed settings2024.10 | 59.5 | 51.8 | 47.1 | 69.1 | 70.2 | |
| VRExhyper-parameters=default DomainBed settings2024.10 | 59.5 | 51.1 | 47.4 | 69 | 70.5 | |
| CDANNhyper-parameters=default DomainBed settings2024.10 | 59.3 | 51.4 | 46.9 | 68.4 | 70.4 | |
| RSChyper-parameters=default DomainBed settings2024.10 | 58.4 | 49 | 46.2 | 67.8 | 70.6 | |
| IRMhyper-parameters=default DomainBed settings2024.10 | 58 | 49.7 | 46.8 | 67.5 | 68.1 |