Author

Weihao Yan

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Preprint Sep 2026

TC-ADA: One-Shot Active Domain Adaptation for Semantic Segmentation

Manual dense annotation remains a major obstacle to deploying semantic segmentation models in new driving environments. Active domain adaptation (ADA) seeks label-efficient transfer by annotating only a selected portion of the target domain. Existing ADA methods commonly implement this process through multiple rounds o...

Wei-Hao Yan, Ye-Qiang Qian, Yue-Yuan Li et al. · 0 citations

Preprint Jul 2026

Beyond Random Sampling: Distribution-Aware Alignment for Semi-Supervised Medical Image Segmentation

This work introduces an offline Distribution-Aware Sample Selection strategy and proposes the Memory-guided Copy-Paste module, a highly data-efficient framework driven by distribution alignment that effectively mitigates early-stage pseudo-label noise.

Weihao Yan, Yeqiang Qian, Yichan Dong et al. · 0 citations