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By explicitly modeling vascular topology, VasGuideNet achieves anatomically consistent Couinaud liver segmentation, surpassing state-of-the-art methods in Dice score and RVD.
By explicitly enforcing forward disease progression, D-ODR ensures that DR grading models learn biologically consistent feature representations, leading to more reliable clinical assessments.
