Reinforcement Deep Learning for object detection
To my extent of my knowledge, RL is used as a model for attention mechanism in object detection field (particularly the REINFORCE algorithm which is a 'flavor' of policy gradient methods). You can take a look at one of the papers that first proposed the method: RAM