2026
LiNeXt: Revisiting LiDAR Completion with Efficient Non-Diffusion Architectures
AAAI 2026technical
3D LiDAR scene completion from point clouds is a fundamental component of perception systems in autonomous vehicles. Previous methods have predominantly employed diffusion models for high‑fidelity reconstruction. However, their multi-step iterative sampling incurs significant computational overhead,