BayesOD: A Bayesian Approach for Uncertainty Estimation in Deep Object Detectors

Ali Harakeh, Michael Smart, Steven L. Waslander

When incorporating deep neural networks into robotic systems, a major challenge is the lack of uncertainty measures associated with their output predictions. Methods for uncertaint…