A method, system, and one or more computer-readable storage media for controlling a robot in the presence of a moving object are provided herein. The method includes capturing a number of frames from a three-dimensional camera system and analyzing a frame to identify a connected object. The frame is compared to a previous frame to identify a moving connected object (MCO). If an unexpected MCO is in the frame a determination is made if the unexpected MCO is in an actionable region. If so, the robot is instructed to take an action.