A collaborative active domain adaptation framework that adds confident pseudo-labeled samples alongside uncertainty-based active queries, beating prior ADA methods on Office-Home and DomainNet.
A theory of learning from different domains,
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Certainty and Uncertainty Guided Active Domain Adaptation
A collaborative active domain adaptation framework that adds confident pseudo-labeled samples alongside uncertainty-based active queries, beating prior ADA methods on Office-Home and DomainNet.