We present GauStudio, a novel modular framework for modeling 3D Gaussian Splatting (3DGS) to provide standardized, plug-and-play components for users to easily customize and implement a 3DGS pipeline. Supported by our framework, we propose a hybrid Gaussian representation with foreground and skyball background models. Experiments demonstrate this representation reduces artifacts in unbounded outdoor scenes and improves novel view synthesis. Finally, we propose Gaussian Splatting Surface Reconstruction (GauS), a novel render-then-fuse approach for high-fidelity mesh reconstruction from 3DGS inputs without fine-tuning. Overall, our GauStudio framework, hybrid representation, and GauS approach enhance 3DGS modeling and rendering capabilities, enabling higher-quality novel view synthesis and surface reconstruction.
翻译:我们提出GauStudio——一种用于三维高斯泼溅(3DGS)建模的新型模块化框架,通过提供标准化即插即用组件,使用户能够便捷地定制和实现3DGS流水线。在该框架支持下,我们提出一种基于前景与天空球背景模型的混合高斯表示方法。实验表明,该表示可减少无界室外场景中的伪影并提升新视角合成质量。最后,我们提出高斯泼溅表面重建(GauS)方法,这是一种基于“先渲染后融合”策略的新型技术,无需微调即可从3DGS输入中实现高保真网格重建。总体而言,我们的GauStudio框架、混合表示方法及GauS技术共同增强了3DGS建模与渲染能力,实现了更高质量的新视角合成与表面重建。