The segmentation of crop disease zones is an important task image processing since the knowledge growth status crops critical for agricultural management. Nowadays, images taken by unmanned aerial vehicles (UAVs) have been widely used in diseases, and almost all current studies use study paradigm full supervision, which needs a large amount manually labelled data. In this study, weakly supervis...