This book presents the Implementation of a clustering technique called Spatial FCM to identify the pest & the disease. In this, the leaf images are segmented using clustering techniques and the features such as color, texture are extracted from diseased leaf images are compared with normal leaf image.The performance of proposed technique Spatial FCM is also compared with Fuzzy C-Means (FCM) & Kernel based FCM (KFCM).