Abstract: An agricultural zone management system and methods where agricultural management zones can be generated based on point samples generated from images of a field. The images can be captured by a camera on a UAV flown over the field. The point samples are used to generate the management zones of the agricultural field, where each management zone encompasses at least one of the point samples. The management zones are then stored in at least one non-transitory computer readable storage medium. The management zones can then be used to, for example, treat the field using a prescription that has been developed for each management zone, make yield predictions of a crop grown or to be grown in the field, perform analysis of crops or soil in the field, make plans for the future use of the field, and others.