Background subtraction is an essential step in video processing since it extracts the region of interest from an arbitrary image. So, it reduces computational complexity. It also helps in proper implementation of algorithms for further processing as per requirement. This paper describes a simple method to extract the foreground. The algorithm used, works well for indoor operation