This dataset comprises images of cabbage crops affected by various diseases (Alternaria leaf spot, black rot, and Downy mildew), as well as healthy crops. It comprises original images and images preprocessed using data augmentation techniques including rotation, cropping, flipping, scaling, gaussian noise, gaussian filter, and brightness adjustment. The images were collected under diverse environmental conditions.