Many algorithms have been proposed for moving object detection in recent years [4]. These involve background subtraction, temporal difference, optical flow and many other. From these, the most widely used algorithm is background subtraction which has many algorithms such as frame difference, approximate median, Gaussian mixture and Running Gaussian.