Risk-Aware Planning by Confidence Estimation using Deep Learning-Based Perception

Maymoonah Toubeh, Pratap Tokekar

This work proposes the use of Bayesian approximations of uncertainty from deep learning in a robot planner, showing that this produces more cautious actions in safety-critical scen…