Deep learning shows its advantages and potentials in plant disease recognition and has witnessed a profound development in recent years. To obtain a competing performance with a deep learning algorithm. enough amount of annotated data is requested but in the natural world. scarce or imbalanced data are common. https://www.parisnaturalfoodes.shop/product-category/cold/