Across 13 datasets, DSAN and DALN beat the no-DA baseline on some medical tasks, but most domain adaptation methods provide no reliable gain, and several headline gains are smaller than the abstract suggests.
Correlation alignment for unsupervised domain adaptation.Domain adaptation in computer vision applications, pages 153–171, 2017
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Domain Adaptation Techniques for Natural and Medical Image Classification
Across 13 datasets, DSAN and DALN beat the no-DA baseline on some medical tasks, but most domain adaptation methods provide no reliable gain, and several headline gains are smaller than the abstract suggests.