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ugail / Proximity-Preserving-Neural-Subdivision

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A trainable subdivision operator that augments Loop with a bounded, curvature-gated correction, gaining feature adaptivity while staying inside a prescribed proximity envelope under repeated refinement, where unconstrained neural refinement fits better in one step but stops behaving like a subdivision operator.

geometry-processing geometric-deep-learning mesh-refinement neural-subdivision equivariant-neural-networks subdivision-surfaces constrained-neural-networks
  • Updated Jul 27, 2026
  • Jupyter Notebook

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