NeuPAN: Direct Point Robot Navigation with End-to-End Model-based Learning
NeuPAN is a new end-to-end robot navigation system that directly processes point cloud data for real-time collision avoidance without requiring pre-built maps. The technology demonstrates superior performance across multiple robot types and real-world environments by combining perception and control in a unified neural network framework.