This repository implements a CVPR 2022 paper on neural RGB-D surface reconstruction. It combines implicit surface representations with neural radiance fields to perform 3D reconstruction from depth and color images. The code processes RGB-D data to optimize a scene representation, using deep learning techniques to handle noisy depth inputs and produce high-quality 3D models.