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.
Domain adaptation in remote sensing image classification: A survey
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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.