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Alexander H. Berger

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#machine learning Preprint Sep 2026

Sparse cubical complexes for efficient topology-preservation in image data

Persistent homology (PH) is a frequently used tool for extracting and preserving topological information from image data, particularly in image segmentation, where preservation of topological structures is important. However, despite its general applicability across dimensionality, domains, and target structures, the r...

Alexander H. Berger, Marco Fontana, Daniel Rueckert et al. · 0 citations

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