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Models/MIRO (ResNet-50, SWAD)

MIRO (ResNet-50, SWAD)

Reported on 10 benchmarks across 2 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Methodology5 results

Domain AdaptationonPACS
Average Accuracy· 2022-03-21
88.4
best: 99 (SIMPLE+)
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789
Domain AdaptationonOffice-Home
Average Accuracy· 2022-03-21
72.4
best: 90.6 (MoA (OpenCLIP, ViT-B/16))
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789
Domain AdaptationonDomainNet
Average Accuracy· 2022-03-21
47
best: 67.4 (L2C (CLIP, ViT-L/14))
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789
Domain AdaptationonVLCS
Average Accuracy· 2022-03-21
79.6
best: 85.5 (CAR-FT (CLIP, ViT-B/16))
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789
Domain AdaptationonTerraIncognita
Average Accuracy· 2022-03-21
52.9
best: 69.6 (UniDG + CORAL + ConvNeXt-B)
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789

Computer Vision5 results

Domain GeneralizationonPACS
Average Accuracy· 2022-03-21
88.4
best: 99 (SIMPLE+)
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789
Domain GeneralizationonOffice-Home
Average Accuracy· 2022-03-21
72.4
best: 90.6 (MoA (OpenCLIP, ViT-B/16))
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789
Domain GeneralizationonDomainNet
Average Accuracy· 2022-03-21
47
best: 67.4 (L2C (CLIP, ViT-L/14))
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789
Domain GeneralizationonVLCS
Average Accuracy· 2022-03-21
79.6
best: 85.5 (CAR-FT (CLIP, ViT-B/16))
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789
Domain GeneralizationonTerraIncognita
Average Accuracy· 2022-03-21
52.9
best: 69.6 (UniDG + CORAL + ConvNeXt-B)
Domain Generalization by Mutual-Information Regularization with Pre-trained Models arXiv:2203.10789