Mehdi Zouitine

Look where you look! Saliency-guided Q-networks for generalization in visual Reinforcement Learning

Deep reinforcement learning policies, despite their outstanding efficiency in simulated visual control tasks, have shown disappointing ability to generalize across disturbances in the input training images. Changes in image statistics or distracting background elements are pitfalls that prevent gen…