Ensemble of Averages: Improving Model Selection and Boosting Performance in Domain Generalization

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Benchmark Model Rank Results
domain-generalization-on-domainnetEnsemble of Averages (RegNetY-16GF)#9Average Accuracy: 60.9
domain-generalization-on-domainnetEnsemble of Averages (ResNeXt-50 32x4d)#15Average Accuracy: 54.6
domain-generalization-on-domainnetEnsemble of Averages (ResNet-50)#22Average Accuracy: 47.4
domain-generalization-on-office-homeEnsemble of Averages (RegNetY-16GF)#8Average Accuracy: 83.9
domain-generalization-on-office-homeEnsemble of Averages (ResNeXt-50 32x4d)#14Average Accuracy: 80.2
domain-generalization-on-office-homeEnsemble of Averages (ResNet-50)#19Average Accuracy: 72.5
domain-generalization-on-pacs-2Ensemble of Averages (RegNetY-16GF)#11Average Accuracy: 95.8
domain-generalization-on-pacs-2Ensemble of Averages (ResNeXt-50 32x4d)#13Average Accuracy: 93.2
domain-generalization-on-pacs-2Ensemble of Averages (ResNet-50)#22Average Accuracy: 88.6
domain-generalization-on-terraincognitaEnsemble of Averages (RegNetY-16GF)#4Average Accuracy: 61.1
domain-generalization-on-terraincognitaEnsemble of Averages (ResNeXt-50 32x4d)#9Average Accuracy: 55.2
domain-generalization-on-terraincognitaEnsemble of Averages (ResNet-50)#14Average Accuracy: 52.3
domain-generalization-on-vlcsEnsemble of Averages (RegNetY-16GF)#14Average Accuracy: 81.1
domain-generalization-on-vlcsEnsemble of Averages (ResNeXt-50 32x4d)#15Average Accuracy: 80.4
domain-generalization-on-vlcsEnsemble of Averages (ResNet-50)#26Average Accuracy: 79.1

Rank counts only results with a code link.