This paper consists of research into an autonomous mobile vision system with the ability to detect and prevent terrorist attacks. The system runs on a piece of computer vision software that can recognize common objects through a camera. A highly mobile spider-like platform was designed to move the camera through a crowded area, and multiple path planning algorithms are tested.