The research focuses on agricultural disease detection for rice, mungbean in coastal area of Bangladesh . Our proposed method uses a hybrid segmentation technique along with a Cascaded CNN technique for feature extraction of affected lesions of maize leaf for the detection and classification of three maize plant leaf categories.