Deep conditional adaptation networks and label correlation transfer for unsupervised domain adaptation.

•Presenting a conditional adaptation networks for cross-domain image classification.•Solving the categories mismatch and class prior bias problems by conditional adaptation.•Proposing a label correlation transfer algorithm to preserve the domain information.•Experiments are performed to show the usefulness of the proposed method.