Tata Consultancy Services Limited

Krishnam Madhava Krishna

Brojeshwar Bhowmick

Abhay Pratap Singh

Gourav Kumar

Sriram Nochur Narayanan

Siva Karthik Mustikovela

Saket Saurav

Sivakarthik Mustikovela

Abhay Singh

The disclosure herein generally relates to the field of autonomous navigation, and, more particularly, to a diverse trajectory proposal for autonomous navigation. The embodiment discloses a hierarchical network based diverse trajectory proposal for autonomous navigation. The hierarchical 2-stage neural network architecture maps the perceived surroundings to diverse trajectories in the form of trajectory waypoints, that an autonomous navigation system can choose to navigate/traverse. The first stage of the disclosed hierarchical 2-stage Neural Network architecture is a Trajectory Proposal Network which generates a set of diverse traversable regions in an environment which can be occupied by the autonomous navigation system in the future. The second stage is a Trajectory Sampling network which predicts a fine-grained trajectory/trajectory waypoint over the diverse traversable regions proposed by Trajectory Proposal Network.

Method and a system for hierarchical network based diverse trajectory proposal

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Hyderabad Telangana, India

Krishnam Madhava Krishna