Rice is the most consumed food for more than half world. All over world, approximately 15% of rice get wasted because leaf diseases. A computer-aided system needs a clear segmented lesion to detect such diseases, but blurriness, bad contrast, and dust particles on leaves are challenge in proper segmentation and, further, better feature extraction. In this work, first, SegNet deep learning model...