Socially Intelligent Navigation Planner for Crowded Environments

A novel motion planner that incorporates topology distinct paths representing diverse navigation strategies around humans, selecting the topology class that imitates human behavior the best using a deep neural network model trained on real-world human motion data, ensuring socially intelligent and contextually aware navigation.