Prem Kalra

GLiDR: Topologically Regularized Graph Generative Network for Sparse LiDAR Point Clouds

Sparse LiDAR point clouds cause severe loss of detail of static structures and reduce the density of static points available for navigation. Reduced density can be detrimental to navigation under several scenarios. We observe that despite high sparsity in most cases the global topology of LiDAR outl…