Guan-Li Hou

Volume Rendering with Metric--Phase Fields for Thin Structures and Sign-Ambiguous Geometry

Neural implicit surface methods that couple volume rendering with signed distance functions (SDFs), such as VolSDF and NeuS, achieve high-quality multi-view reconstruction for watertight objects. However, these approaches rely on a globally consistent inside-outside partition of space. This assumption becomes fragile f...