Traditionally, optical character recognition (OC R) is performed on binarized images obtained from scanned gray-scale images. There have been many techniques proposed for binarizing these images [I] =-=[2]-=- [3] [4] [5], amongst these algorithms, the discriminant analysis [4] method is frequently used. This method utilizes statistical properties of the intensity histogram to determine a suitable threshol