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CONCLUSION We proposed a novel collaborative framework for Active Domain Adaptation (ADA) that incorporates both uncertain, certain target samples during the training process

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cs.CV 1

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2025 1

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Certainty and Uncertainty Guided Active Domain Adaptation

cs.CV · 2025-05-26 · conditional · novelty 6.0

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.

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  • Certainty and Uncertainty Guided Active Domain Adaptation cs.CV · 2025-05-26 · conditional · none · ref 7

    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.