Reviews: Unsupervised Video Object Segmentation for Deep Reinforcement Learning

In particular, this work uses SfM-Net [1], which learns to predict optical flow of a single image, to segment the objects in a state, and then uses this object-mask for reinforcement learning. MOREL is evaluated on all 59 Atari games, where it outperforms the baselines in several environments.