CASNet: curvature-aware cardiac MRI segmentation with multi-scale and attention-driven encoding for enhanced risk-oriented structural analysis.

Front Med (Lausanne) · 2025 · PMC12867827 · PMID 41647030

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highly significantno p-value reported

CASNet surpasses CE-Net by 1.6 percentage points in DSC and TransUNet by 4.1 percentage points, with highly significant differences ( ** or *** ) observed for nearly all metrics.

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