Key points are spatial locations, or interesting points in the image that can be detected even when changes like rotation, shrinking or distortion occur in the image. Different key point detection techniques like SIFT, FAST, SURF, ORB, BRISK etc are availabe. In this work, we have used SURF feature detector for key point detection, since it provides better result in case of speed and accuracy when compared with other detection algorithms.