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As a leading global cause of mortality, precise segmentation of gliomas in medical imaging is crucial for optimizing patient prognosis. Magnetic Resonance Imaging (MRI) scans reveal gliomas’ multiscale heterogeneity with infiltrative growth patterns, encompassing necrotic cores, edema zones, and contrast-enhanced regions, alongside pathologically indistinct boundaries (Menze et al., 2015).
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