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.
Unpaired,unsuperviseddomainadaptationassumesyourdomainsarealreadysimilar
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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.