MrNeRF (@janusch_patas)

2025-05-11 | โค๏ธ 340 | ๐Ÿ” 45


With its SIGGRAPH โ€˜25 acceptance, the code dropped a couple of days ago! Check it out below ๐Ÿ‘‡! https://x.com/janusch_patas/status/1921665062818779530/video/1

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MrNeRF (@janusch_patas)

Deformable Beta Splatting

TL;DR: โ€œFor the first time, splatting-based methods surpass state-of-the-art NeRF, demonstrating DBSโ€™s superior performance and efficiency in real-time radiance field rendering.โ€

Contributions:

  1. Beta Kernel for Geometry Representation: A bounded, flexible kernel that improves geometric fidelity by accurately capturing flat surfaces, sharp edges, and smooth regions.

  2. Spherical Beta for Color Encoding: An efficient view-dependent color model that decouples diffuse and specular components, enabling sharp specular highlights with fewer parameters.

  3. Kernel-Agnostic MCMC for Optimization: A distribution-preserved densification leveraging regularized opacity and a redefined Beta noise function, together enhancing optimization stability and efficiency independent of kernel shape.

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domain-dev-tools