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Meshtryoshka: Differentiable Mesh Rendering for Unbounded Scenes

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David Charatan, Daniel Xu, Rick Szeliski, George Kopanas, Vincent Sitzmann

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Description

Meshtryoshka: Differentiable Mesh Rendering for Unbounded Scenes introduces nested mesh shells from a signed distance field rasterized with alpha compositing for differentiable novel-view synthesis in unbounded scenes.

Meshtryoshka couples shell extraction, differentiable rasterization, and multi-view optimization for memory-efficient mesh NVS.

Readers need mesh rendering, implicit surfaces, and neural reconstruction background.

The project site hosts paper, video, and implementation notes.

Link last verified accessible on 2026-09-27.