Abstract : Food losses due to plant disease and pests have been an issue for many years. The early non-invasive detection and prediction of leaf diseases with modern technology are crucial in the contemporary world to sustain food security. Binarization is the primary technique for extracting significant information from an image. However, it could not always extract substantial information due to variations in the distribution of the image pixel histogram because of the delivery of light during image acqu