This dataset is entitled Medjool, which is an images dataset of different sizes and maturity levels of Medjool dates. Researchers may use this data to develop a model to automatic location, recognition, classification and visual counting of the Medjool dates on trays taking into account their visual characteristics such as shape, color, size, and texture. This dataset was collected from the first round harvest at Palmeras RQ Ranch in Mexicali, Mexico. Images acquisition was performed in natural light. Dataset comprises 2,476 annotated images. As well as 100 images with annotation for testing. The annotations are in YOLO and PascalVOC format.