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Paper · arXiv

A Semi-Automated Framework for 3D Reconstruction of Medieval Manuscript Miniatures

This paper presents a semi-automated framework for transforming two-dimensional miniatures from medieval manuscripts into three-dimensional digital models suitable for extended reality (XR), tactile 3D~printing, and web-based visualization. We evaluate seven image-to-3D methods (TripoSR, SF3D, SPAR3D, TRELLIS, Wonder3D, SAM~3D, Hi3DGen) on 69~manuscript figures from two collections using rendering-based metrics (Silhouette IoU, LPIPS, CLIP~Score) and volumetric measures (Depth Range Ratio, watertight percentage), revealing a trade-off between volumetric expansion and geometric fidelity. Hi3DGen balances topological quality with rich surface detail through its normal bridging approach, mak...

AuthorsRiccardo Pallotto, Pierluigi Feliciati, Tiberio Uricchio
Primary categorycs.CV
Published8 April 2026
Last updated at source8 April 2026
cs.CV
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