Author

Yeqiang Qian

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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