Intrinsic3D recovers high-quality 3D reconstructions from low-cost RGB-D sensors by simultaneously optimizing reconstructed geometry, surface albedos, camera poses, and spatially-varying lighting modeled via spherical harmonics. The method uses SDF-based surface representation and classical optimization rather than deep learning. Published by NVIDIA Research and TU Munich.