DATASET

Dataset ilomantsi 2023

The FEROX project is dedicated to developing an intelligent solution to assist workers in the forestry sector, with a central focus on utilizing drones, artificial intelligence and the latest advances in robotics to improve productivity and safety. 


As a first step in this direction, the consortium set out to endow berry pickers with maps detailing the concentration of various species of berries in different regions of the forests, so as to highlight the most promising areas for harvesting. 


To this end, a wealth of visual data was collected in Ilomantsi, Finland, in July 2023. This resulted in the first FEROX dataset the consortium is happy to introduce. It comprises 43380 images taken from different drone models, encompassing variations of camera, albedo, forests, terrain, height, perspective changes, and displaying a grand total of 18468 berries. These include bilberry, cloudberry, crowberry and lingonberry, possibly at different ripening stages. 


Each image was carefully annotated with a bounding box surrounding each berry and detailing its species. Labels were later revised by multiple experts to ensure robustness and reliability of the dataset. 


The dataset will be published at a major conference and made available during summer 2024.



data collection

In July 2023 the first field work campaign took place in the premises of Ilomantsi, Finland.

The aim was to collect data (images, LiDAR point clouds) and gain further experience in using drones in forestry environments. Data will be used to train FEROX AI methods for berry detection, forestry 3D recostruction and geolocalization as well as wearable tools in challenging scenarios.

Watch the docufilm of the Finnish field work: https://www.youtube.com/watch?v=m2dyiI-YH8g