Abstract: Highlights•A CdKC framwork is proposed to address Blending-Target Domain Adaptation (BTDA).•CdKC is able to learn domain-invariant space and disentangle domain-specific feature.•We firstly handle source-free BTDA without needing any source data.•Experiments show that CdKC works well though without source data and domain labels.
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