An implementation of A simple texture feature for retrieval of medical images by Rushi Lan, Si Zhong, Zhenbing Liu, Zhuo Shi & Xiaonan Luo for applying texture features in medical images retrival and a comparison between the original filters and prebuilt descriptor Historgram of Orentation Gradients (HOG).