Effective Rank Analysis and Regularization for Enhanced 3D Gaussian Splatting

Neural Information Processing Systems 

Despite its potential, 3DGS encounters challenges such as needle-like artifacts, suboptimal geometries, and inaccurate normals caused by the Gaussians converging into anisotropic shapes with one dominant variance.