NeuPAN: Direct Point Robot Navigation with End-to-End Model-based Learning

The author presents NeuPAN as a real-time, accurate, and environment-invariant robot navigation solution using end-to-end model-based learning. The approach directly maps raw points to distances for collision avoidance.