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Hierarchical spatial perception network and SAM-assisted uncertainty suppression for medical image segmentation

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Accurate medical image segmentation is critical for image-guided clinical procedures, yet the complexity and variability of anatomical structures make it highly challenging. To address this, we propose a novel segmentation framework that integrates a Hierarchi... ...