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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shuai Wang

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2 papers indexed here

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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
Conference Open access Sep 2026

ReDi-FM: Frozen Foundation Model for Continual Test-Time Adaptation in Medical Image Segmentation

Reciprocal Distillation with a Frozen Foundation Model (ReDi-FM), a novel framework with two core components: using structure-aware prompts from the source model to guide the frozen VFM to generate target-adapted supervision, and distilling the resulting knowledge back into the adapting model.

Jian-Hang Ji, Zhi-Ming Cheng, Jian-Xiang Zhao et al. · 0 citations

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