Abstract This paper discusses the use of the clusterization to group palm trees in plantation areas using three categories, i.e. healthy, unhealthy, and non-plantation. Here, overhead images taken by an Unmanned Aerial Vehicle (UAV) were used to view a wider area. Images were divided into several smaller images using sliding windows and extracted using three