Unmanned Aerial Vehicles or simply drones are being increasingly used for many tasks, including environmental applications. Current projects are aiming to automatically identify and delineate trees from experimental orchards using deep learning (e.g. convolutional neural network). This will contribute to a better management of the orchards and increase yield by early detection of possible tree diseases.