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Samuli Junttila
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2020 – today
- 2025
[j9]Anis Ur Rahman
, Einari Heinaro
, Mete Ahishali
, Samuli Junttila
:
Dual-task learning for dead tree detection and segmentation with hybrid self-attention U-Nets in aerial imagery. Int. J. Appl. Earth Obs. Geoinformation 144: 104851 (2025)
[j8]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 Asiegbu, Zhipei Sun, Markus Holopainen, Juha Hyyppä:
Tree trunk disease mapping using hyperspectral LiDAR. Comput. Electron. Agric. 239: 111005 (2025)
[i4]Anis Ur Rahman, Einari Heinaro, Mete Ahishali, Samuli Junttila:
Dual-Task Learning for Dead Tree Detection and Segmentation with Hybrid Self-Attention U-Nets in Aerial Imagery. CoRR abs/2503.21438 (2025)
[i3]Mete Ahishali, Anis Ur Rahman, Einari Heinaro, Samuli Junttila:
ADA-Net: Attention-Guided Domain Adaptation Network with Contrastive Learning for Standing Dead Tree Segmentation Using Aerial Imagery. CoRR abs/2504.04271 (2025)
[i2]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:
Multispectral airborne laser scanning for tree species classification: a benchmark of machine learning and deep learning algorithms. CoRR abs/2504.14337 (2025)- 2024
[i1]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:
Benchmarking tree species classification from proximally-sensed laser scanning data: introducing the FOR-species20K dataset. CoRR abs/2408.06507 (2024)- 2023
[j7]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
:
Comparison of Deep Neural Networks in the Classification of Bark Beetle-Induced Spruce Damage Using UAS Images. Remote. Sens. 15(20): 4928 (2023)- 2022
[j6]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
:
Multispectral Imagery Provides Benefits for Mapping Spruce Tree Decline Due to Bark Beetle Infestation When Acquired Late in the Season. Remote. Sens. 14(4): 909 (2022)
[j5]Samuli Junttila
, Teemu Hölttä, Yann Salmon
, Iolanda Filella, Josep Peñuelas
:
A Novel Method to Simultaneously Measure Leaf Gas Exchange and Water Content. Remote. Sens. 14(15): 3693 (2022)
[j4]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
:
Estimating Tree Health Decline Caused by Ips typographus L. from UAS RGB Images Using a Deep One-Stage Object Detection Neural Network. Remote. Sens. 14(24): 6257 (2022)- 2021
[d1]Ninni Saarinen
, Ville Kankare
, Saija Huuskonen, Jari Hynynen
, Simone Bianchi
, Tuomas Yrttimaa
, Ville Luoma
, Samuli Junttila
, Markus Holopainen
, Juha Hyyppä
, Mikko Vastaranta
:
Point clouds from terrestrial laser scanning from crowns of individual Scots pine trees. Zenodo, 2021
- 2020
[j3]Tuomas Yrttimaa
, Ville Luoma
, Ninni Saarinen
, Ville Kankare
, Samuli Junttila
, Markus Holopainen, Juha Hyyppä
, Mikko Vastaranta
:
Structural Changes in Boreal Forests Can Be Quantified Using Terrestrial Laser Scanning. Remote. Sens. 12(17): 2672 (2020)
2010 – 2019
- 2017
[j2]Samuli Junttila
, Mikko Vastaranta
, Xinlian Liang
, Harri Kaartinen
, Antero Kukko
, Sanna Kaasalainen
, Markus Holopainen, Hannu Hyyppä
, Juha Hyyppä
:
Measuring Leaf Water Content with Dual-Wavelength Intensity Data from Terrestrial Laser Scanners. Remote. Sens. 9(1): 8 (2017)- 2015
[j1]Samuli Junttila
, Sanna Kaasalainen
, Mikko Vastaranta
, Teemu Hakala
, Olli Nevalainen
, Markus Holopainen:
Investigating Bi-Temporal Hyperspectral Lidar Measurements from Declined Trees - Experiences from Laboratory Test. Remote. Sens. 7(10): 13863-13877 (2015)
Coauthor Index

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last updated on 2025-11-11 03:37 CET by the dblp team
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