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A Bayesian Approach to Reinforcement Learning of Vision-Based Vehicular Control

A Bayesian Approach to Reinforcement Learning of Vision-Based Vehicular Control

In this paper, we present a state-of-the-art reinforcement learning method for autonomous driving. Our approach employs temporal difference learning in a Bayesian framework to learn vehicle control signals from sensor data. The agent has access to images from a forward facing camera, which are preprocessed to generate semantic segmentation maps. …