Transient Neural Radiance Fields for Rendering Time-Resolved Lidar Measurements from Novel Views

A novel method for rendering time-resolved photon count histograms captured by single-photon lidar systems from novel viewpoints, enabling improved 3D reconstruction and appearance modeling compared to point cloud-based supervision.