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Author

Linus Franke

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Preprint Sep 2026

Compact Neural Appearance Models for Efficient Gaussian Splatting

The authors' neural representation is the most compact model evaluated and, compared to third-degree SH, reduces the per-primitive appearance footprint from 192 to 28 bytes, accelerates optimization by 1.3$\times, while improving reconstruction quality.

Florian Hahlbohm, Jorge Condor, Linus Franke et al. · 0 citations
Book Open access Jul 2026

Immediate 3D Gaussian Splat Reconstruction of Unordered Input with Global Consistency

This work introduces a method for fast matching in out-of-order sequences, by repurposing visual place recognition models and a covisibility graph, and shows how these steps – together with GPU optimization and careful Gaussian primitive placement – provide fast local reconstruction, in the challenging radiance field r...

Andréas Meuleman, Linus Franke, Boris Zhestiankin et al. · 3 citations

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