Author

Weihao Yan

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Preprint Sep 2026

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

Target-Calibrated Active Domain Adaptation (TC-ADA) is developed as a joint design of complete-image acquisition and target-calibrated adaptation that selects and densely annotates a fixed target subset in a single round, followed by uninterrupted adaptation.

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