Jun-Zhou Huang

Rendering-Aware Bayesian 3D Gaussian Splatting with Native Uncertainty and Adaptive Complexity Control

A rendering-aware Bayesian 3DGS framework that tracks Gaussian geometry with a Normal-Inverse-Wishart posterior over means and covariances using renderer-derived surrogate summaries is introduced, positioning Bayesian 3DGS as a practical probabilistic scene representation for decision-facing tasks such as active view s...