Samuli Junttila

14 papers Journal 14
YearRankTypeTitle / Venue / Authors
2026 J jnl
Uncovering growth dynamics in Scots pine through the detection of the onset of height growth using near-daily terrestrial laser scanning time series.
Ecol. Informatics
Taiga Korpelainen, Mariana Batista Campos, Tuomas Yrttimaa, Samuli Junttila, Antero Kukko, Juha Hyyppä, Yunsheng Wang, Eetu Puttonen
2025 J jnl
ADA-Net: Attention-Guided Domain Adaptation Network with Contrastive Learning for Standing Dead Tree Segmentation Using Aerial Imagery.
CoRR
Mete Ahishali, Anis Ur Rahman, Einari Heinaro, Samuli Junttila
2025 J jnl
Dual-Task Learning for Dead Tree Detection and Segmentation with Hybrid Self-Attention U-Nets in Aerial Imagery.
CoRR
Anis Ur Rahman, Einari Heinaro, Mete Ahishali, Samuli Junttila
2025 J jnl
Dual-task learning for dead tree detection and segmentation with hybrid self-attention U-Nets in aerial imagery.
Int. J. Appl. Earth Obs. Geoinformation
Anis Ur Rahman, Einari Heinaro, Mete Ahishali, Samuli Junttila
2025 J jnl
Multispectral airborne laser scanning for tree species classification: a benchmark of machine learning and deep learning algorithms.
CoRR
Josef Taher, Eric Hyyppä, Matti Hyyppä, Klaara Salolahti, Xiaowei Yu, Leena Matikainen, Antero Kukko, Matti Lehtomäki, Harri Kaartinen, Sopitta Thurachen, Paula Litkey, Ville Luoma, Markus Holopainen, Gefei Kong, Hongchao Fan, Petri Rönnholm, Antti Polvivaara, Samuli Junttila, Mikko Vastaranta, Stefano Puliti, Rasmus Astrup, Joel Kostensalo, Mari Myllymäki, Maksymilian Kulicki, Krzysztof Sterenczak, Raul de Paula Pires, Ruben Valbuena, Juan Pedro Carbonell-Rivera, Jesús Torralba, Yi-Chen Chen, Lukas Winiwarter, Markus Hollaus, Gottfried Mandlburger, Narges Takhtkeshha, Fabio Remondino, Maciej Lisiewicz, Bartlomiej Kraszewski, Xinlian Liang, Jianchang Chen, Eero Ahokas, Kirsi Karila, Eugeniu Vezeteu, Petri Manninen, Roope Näsi, Heikki Hyyti, Siiri Pyykkönen, Peilun Hu, Juha Hyyppä
2025 J jnl
Tree trunk disease mapping using hyperspectral LiDAR.
Comput. Electron. Agric.
Peilun Hu, Yuwei Chen, Wei Li, Huaguo Huang, Samuli Junttila, Shuanghui He, Yanan Zhao, Xiaoqi Cui, Mohammad Imangholiloo, Changhui Jiang, Jianxin Jia, Haibin Sun, Hui Shao, Wenxin Tian, Beining Sa, Kunjian Wen, Yuan Li, Eetu Puttonen, Fred O. Asiegbu, Zhipei Sun, Markus Holopainen, Juha Hyyppä
2024 J jnl
Benchmarking tree species classification from proximally-sensed laser scanning data: introducing the FOR-species20K dataset.
CoRR
Stefano Puliti, Emily R. Lines, Jana Müllerová, Julian Frey, Zoe Schindler, Adrian Straker, Matt Allen, Lukas Winiwarter, Nataliia Rehush, Hristina Hristova, Brent Murray, Kim Calders, Louise Terryn, Nicholas C. Coops, Bernhard Höfle, Samuli Junttila, Martin Krucek, Grzegorz Krok, Kamil Král, Shaun R. Levick, Linda Luck, Azim Missarov, Martin Mokros, Harry J. F. Owen, Krzysztof Sterenczak, Timo P. Pitkänen, Nicola Puletti, Ninni Saarinen, Chris Hopkinson, Chiara Torresan, Enrico Tomelleri, Hannah Weiser, Rasmus Astrup
2023 J jnl
Comparison of Deep Neural Networks in the Classification of Bark Beetle-Induced Spruce Damage Using UAS Images.
Remote. Sens.
Emma Turkulainen, Eija Honkavaara, Roope Näsi, Raquel Alves Oliveira, Teemu Hakala, Samuli Junttila, Kirsi Karila, Niko Koivumäki, Mikko Pelto-Arvo, Johanna Tuviala, Madeleine Östersund, Ilkka Pölönen, Päivi Lyytikäinen-Saarenmaa
2022 J jnl
A Novel Method to Simultaneously Measure Leaf Gas Exchange and Water Content.
Remote. Sens.
Samuli Junttila, Teemu Hölttä, Yann Salmon, Iolanda Filella, Josep Peñuelas
2022 J jnl
Estimating Tree Health Decline Caused by Ips typographus L. from UAS RGB Images Using a Deep One-Stage Object Detection Neural Network.
Remote. Sens.
Heini Kanerva, Eija Honkavaara, Roope Näsi, Teemu Hakala, Samuli Junttila, Kirsi Karila, Niko Koivumäki, Raquel Alves Oliveira, Mikko Pelto-Arvo, Ilkka Pölönen, Johanna Tuviala, Madeleine Östersund, Päivi Lyytikäinen-Saarenmaa
2022 J jnl
Multispectral Imagery Provides Benefits for Mapping Spruce Tree Decline Due to Bark Beetle Infestation When Acquired Late in the Season.
Remote. Sens.
Samuli Junttila, Roope Näsi, Niko Koivumäki, Mohammad Imangholiloo, Ninni Saarinen, Juha Raisio, Markus Holopainen, Hannu Hyyppä, Juha Hyyppä, Päivi Lyytikäinen-Saarenmaa, Mikko Vastaranta, Eija Honkavaara
2020 J jnl
Structural Changes in Boreal Forests Can Be Quantified Using Terrestrial Laser Scanning.
Remote. Sens.
Tuomas Yrttimaa, Ville Luoma, Ninni Saarinen, Ville Kankare, Samuli Junttila, Markus Holopainen, Juha Hyyppä, Mikko Vastaranta
2017 J jnl
Measuring Leaf Water Content with Dual-Wavelength Intensity Data from Terrestrial Laser Scanners.
Remote. Sens.
Samuli Junttila, Mikko Vastaranta, Xinlian Liang, Harri Kaartinen, Antero Kukko, Sanna Kaasalainen, Markus Holopainen, Hannu Hyyppä, Juha Hyyppä
2015 J jnl
Investigating Bi-Temporal Hyperspectral Lidar Measurements from Declined Trees - Experiences from Laboratory Test.
Remote. Sens.
Samuli Junttila, Sanna Kaasalainen, Mikko Vastaranta, Teemu Hakala, Olli Nevalainen, Markus Holopainen