Neural Kernel Surface Reconstruction

Figure 1: We present Neural Kernel Surface Reconstruction (NKSR) for recovering a 3D surface from an input point cloud. Trained directly from dense points, our method reaches state-of-the-art reconstruction quality and scalability. NKSR is also highly generalizable: All the meshes in this figure are reconstructed using a single trained model.