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Sep 2026

Dynamic adaptation and boundary-aware learning for semi-supervised medical image segmentation.

DABAL is proposed, a semi-supervised framework designed to improve both supervision reliability and contour localization and introduces a Dynamic-static Domain Adaptive Adapter (DDAA) into the Segment Anything Model (SAM) encoder to preserve stable structural priors while providing input-dependent feature compensation...

Wei-Yan Zeng, Zhi-Ming Cheng, Bin Lin et al. · 0 citations

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