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Jia-Ying Li

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#artificial intelligence Preprint Open access Oct 2026

MAGEFormer: Learning Metric-Consistent Representations for Anisotropic CT Segmentation

Vision Transformers (ViTs) have shown strong performance in volumetric segmentation, but their effectiveness on clinical CT is limited by an isotropic Euclidean lattice assumption. This conflicts with anisotropic CT acquisition, leading to two key issues: (1) a metric mismatch between voxel indices and physical anatomy...

Jia-Ying Li, Paolo Remagnino · 0 citations

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