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Bi-level Unbalanced Optimal Transport for Partial Domain Adaptation

  • Partial domain adaptation (PDA) problem involves aligning cross-domain samples while distinguishing outlier classes for accurate knowledge transfer.
  • Proposed approach, Bi-level Unbalanced Optimal Transport (BUOT), aims to address biases in the widely used weighting framework by incorporating sample-wise and class-wise relations in a unified transport framework.
  • BUOT model introduces a cooperation mechanism between sample-level and class-level transport for effective knowledge transfer and outlier identification.
  • Experiments on benchmark datasets confirm the competitiveness and efficiency of the BUOT model in tackling the challenges of partial domain adaptation.

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