Dense Road Surface Grip Map Prediction from Multimodal Image Data. - Jyri Maanpää; Julius Pesonen; Heikki Hyyti; Iaroslav Melekhov; Juho Kannala; Petri Manninen; Antero Kukko; Juha Hyyppä (ICPR (17), 2024)

Road Grip Uncertainty Estimation Through Surface State Segmentation. - Jyri Maanpää; Julius Pesonen; Iaroslav Melekhov; Heikki Hyyti; Juha Hyyppä (SCIA (1), 2025)

Detecting Wildfires on UAVs with Real-Time Segmentation Trained by Larger Teacher Models. - Julius Pesonen; Teemu Hakala; Väinö Karjalainen; Niko Koivumäki; Lauri Markelin; Anna-Maria Raita-Hakola; Juha Suomalainen; Ilkka Pölönen; Eija Honkavaara (WACV, 2025)

Finding 3D Positions of Distant Objects from Noisy Camera Movement and Semantic Segmentation Sequences. - Julius Pesonen; Arno Solin; Eija Honkavaara (CoRR, 2025)