[KongchangAI]
ConceptCategory-Aware Active Domain Adaptation / Category-Aware ADA

Class-Aware Active Domain Adaptation

A branch of active domain adaptation concerned with balancing performance across classes under a limited annotation budget, avoiding degradation on difficult classes.

Timeline (last 90 days)

Oct 15

The first class-aware active domain adaptation baseline usually refers to CDUAL or similar methods, which introduce class-level uncertainty or fairness constraints.

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Oct 15

The core contribution of this method lies in extending sample selection from point-wise to region-wise and incorporating uncertainty measurement, providing a new idea for class-aware active domain adaptation.

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