Out-of-domain Image Classification on DomainNet
50.6AccuracyZooD (F. Selection)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ZooD (F. Selection)Mode=fine-tune ensemble of top-K models with feature selection2022.10 | 50.6 | 99.8 | |
| ZooD (Ensemble)Mode=fine-tune ensemble of top-K models2022.10 | 50.5 | — | |
| ZooD (Single)Mode=fine-tune top-1 model2022.10 | 48.2 | — | |
| SWADProtocol=DomainBed settings2022.10 | 46.5 | — | |
| MLDGProtocol=DomainBed settings2022.10 | 41.2 | — | |
| ERMProtocol=DomainBed settings2022.10 | 40.9 | — | |
| MTLProtocol=DomainBed settings2022.10 | 40.6 | — | |
| SagNetProtocol=DomainBed settings2022.10 | 40.3 | — | |
| I-MixupProtocol=DomainBed settings2022.10 | 39.2 | — | |
| RSCProtocol=DomainBed settings2022.10 | 38.9 | — | |
| DANNProtocol=DomainBed settings2022.10 | 38.3 | — | |
| CDANNProtocol=DomainBed settings2022.10 | 38.3 | — | |
| ARMProtocol=DomainBed settings2022.10 | 35.5 | — | |
| MixStyleProtocol=DomainBed settings2022.10 | 34 | — | |
| IRMProtocol=DomainBed settings2022.10 | 33.9 | — | |
| VRExProtocol=DomainBed settings2022.10 | 33.6 | — | |
| GroupDROProtocol=DomainBed settings2022.10 | 33.3 | — | |
| MMDProtocol=DomainBed settings2022.10 | 23.4 | — |