GeoGaussian: Geometry-aware Gaussian Splatting for Scene Rendering

arXiv:2403.11324v1 Announce Type: new
Abstract: During the Gaussian Splatting optimization process, the scene's geometry can gradually deteriorate if its structure is not deliberately preserved, especially in non-textured regions such as walls, ceilings, and furniture surfaces. This degradation significantly affects the rendering quality of novel views that deviate significantly from the viewpoints in the training data. To mitigate this issue, we propose a novel approach called GeoGaussian. Based on the smoothly connected areas observed from point clouds, this method introduces a …

abstract arxiv cs.cv furniture geometry novel optimization process quality rendering type