Taher J, Hyyppä E, Hyyppä M, Salolahti K, Yu X, Matikainen L, Kukko A, Lehtomäki M, Kaartinen H, Thurachen S, others : Corrigendum to “Multispectral airborne laser scanning for tree species classification: A benchmark of machine learning and deep learning algorithms”[ISPRS J. Photogramm. Remote Sens. 233 (2026) 278–309]. In: ISPRS Journal of Photogrammetry and Remote Sensing, vol. 234, pp. 291–292, 2026. @article{taher2026corrigendum,
title = {Corrigendum to “Multispectral airborne laser scanning for tree species classification: A benchmark of machine learning and deep learning algorithms”[ISPRS J. Photogramm. Remote Sens. 233 (2026) 278–309]},
author = {Josef Taher and Eric Hyyppä and Matti Hyyppä and Klaara Salolahti and Xiaowei Yu and Leena Matikainen and Antero Kukko and Matti Lehtomäki and Harri Kaartinen and Sopitta Thurachen and others},
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Mosig C, Kattenborn T, Loaiza D M, Vanja-Jehle J, Brandt J, Jacobs N, Khanal S, Xing E, Schwartz M, Muller-Landau H C, others : Sub-pixel mapping of disturbance and tree mortality dynamics from Sentinel-2 time series around the globe. In: 2026. @article{mosig2026sub,
title = {Sub-pixel mapping of disturbance and tree mortality dynamics from Sentinel-2 time series around the globe},
author = {Clemens Mosig and Teja Kattenborn and David Montero Loaiza and Janusch Vanja-Jehle and John Brandt and Nathan Jacobs and Subash Khanal and Eric Xing and Martin Schwartz and Helene C Muller-Landau and others},
year = {2026},
date = {2026-01-01},
publisher = {EarthArXiv},
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Ajithkumar N, Junttila S, Saarinen N, Vastaranta M: Assessing the effects of forest structure on vegetation optical depth in boreal forests. In: Scandinavian Journal of Forest Research, pp. 1–13, 2026. @article{ajithkumar2026assessing,
title = {Assessing the effects of forest structure on vegetation optical depth in boreal forests},
author = {Nivedhitha Ajithkumar and Samuli Junttila and Ninni Saarinen and Mikko Vastaranta},
year = {2026},
date = {2026-01-01},
journal = {Scandinavian Journal of Forest Research},
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Taher J, Hyyppä E, Hyyppä M, Salolahti K, Yu X, Matikainen L, Kukko A, Lehtomäki M, Kaartinen H, Thurachen S, others : Multispectral airborne laser scanning for tree species classification: a benchmark of machine learning and deep learning algorithms. In: ISPRS Journal of Photogrammetry and Remote Sensing, vol. 233, pp. 278–309, 2026. @article{taher2026multispectral,
title = {Multispectral airborne laser scanning for tree species classification: a benchmark of machine learning and deep learning algorithms},
author = {Josef Taher and Eric Hyyppä and Matti Hyyppä and Klaara Salolahti and Xiaowei Yu and Leena Matikainen and Antero Kukko and Matti Lehtomäki and Harri Kaartinen and Sopitta Thurachen and others},
year = {2026},
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Mosig C, Vajna-Jehle J, Mahecha M D, Cheng Y, Hartmann H, Montero D, Junttila S, Horion S, Schwenke M B, Koontz M J, others : deadtrees. earth—An open-access and interactive database for centimeter-scale aerial imagery to uncover global tree mortality dynamics. In: Remote Sensing of Environment, vol. 332, pp. 115027, 2026. @article{mosig2026deadtrees,
title = {deadtrees. earth—An open-access and interactive database for centimeter-scale aerial imagery to uncover global tree mortality dynamics},
author = {Clemens Mosig and Janusch Vajna-Jehle and Miguel D Mahecha and Yan Cheng and Henrik Hartmann and David Montero and Samuli Junttila and Stéphanie Horion and Mirela Beloiu Schwenke and Michael J Koontz and others},
year = {2026},
date = {2026-01-01},
journal = {Remote Sensing of Environment},
volume = {332},
pages = {115027},
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Hu P, Chen Y, Li W, Huang H, Junttila S, He S, Zhao Y, Cui X, Imangholiloo M, Jiang C, others : Tree trunk disease mapping using hyperspectral LiDAR. In: Computers and Electronics in Agriculture, vol. 239, pp. 111005, 2025. @article{hu2025tree,
title = {Tree trunk disease mapping using hyperspectral LiDAR},
author = {Peilun Hu and Yuwei Chen and Wei Li and Huaguo Huang and Samuli Junttila and Shuanghui He and Yanan Zhao and Xiaoqi Cui and Mohammad Imangholiloo and Changhui Jiang and others},
year = {2025},
date = {2025-01-01},
journal = {Computers and Electronics in Agriculture},
volume = {239},
pages = {111005},
publisher = {Elsevier},
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Jian S, Han Y, Kasanen R, Honkaniemi J, Junttila S, Asiegbu F O: Implications for the distributional range of the European bark beetles under future climate change. In: Scientific Reports, vol. 15, no. 1, pp. 29556, 2025. @article{jian2025implications,
title = {Implications for the distributional range of the European bark beetles under future climate change},
author = {Shengqi Jian and Yufei Han and Risto Kasanen and Juha Honkaniemi and Samuli Junttila and Fred O Asiegbu},
year = {2025},
date = {2025-01-01},
journal = {Scientific Reports},
volume = {15},
number = {1},
pages = {29556},
publisher = {Nature Publishing Group UK London},
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Junttila S, Holtta T, Puttonen E, Katoh M, Vastaranta M, Holopainen M, Hyyppä H, others : Diurnal time-series of dual-wavelength terrestrial laser scanning at an ICOS flux tower. In: 2025. @article{junttila2025diurnal,
title = {Diurnal time-series of dual-wavelength terrestrial laser scanning at an ICOS flux tower},
author = {Samuli Junttila and Teemu Holtta and Eetu Puttonen and Masato Katoh and Mikko Vastaranta and Markus Holopainen and Hannu Hyyppä and others},
year = {2025},
date = {2025-01-01},
keywords = {},
pubstate = {published},
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Blomqvist M, Virtanen T, Holopainen M, Lyytikäinen-Saarenmaa P, Lindstedt-Kareksela C, Junttila S, others : Interactions between forest pest outbreaks and environmental characteristics in boreal forests–implications for forest management. In: DISSERTATIONES FORESTALES Учредители: Finnish Society of Forest Science, vol. 2025, 2025. @article{blomqvist2025interactions,
title = {Interactions between forest pest outbreaks and environmental characteristics in boreal forests–implications for forest management},
author = {Minna Blomqvist and Tarmo Virtanen and Markus Holopainen and Päivi Lyytikäinen-Saarenmaa and Carita Lindstedt-Kareksela and Samuli Junttila and others},
year = {2025},
date = {2025-01-01},
journal = {DISSERTATIONES FORESTALES Учредители: Finnish Society of Forest Science},
volume = {2025},
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Chowdhury A I, Heinaro E, Tanhuanpää T, Rahman A U, Junttila S: Mapping large European aspens (Populus tremula L.) using national aerial imagery and a U-Net convolutional neural network. In: Remote Sensing Applications: Society and Environment, pp. 101755, 2025. @article{chowdhury2025mapping,
title = {Mapping large European aspens (Populus tremula L.) using national aerial imagery and a U-Net convolutional neural network},
author = {Anwarul Islam Chowdhury and Einari Heinaro and Topi Tanhuanpää and Anis Ur Rahman and Samuli Junttila},
year = {2025},
date = {2025-01-01},
journal = {Remote Sensing Applications: Society and Environment},
pages = {101755},
publisher = {Elsevier},
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Mosig C, Mahecha M, Cheng Y, Jehle J, Junttila S, Hartmann H, Horion S, Montero D, Schwenke M B, Kattenborn T: Mapping Fractional Tree Mortality and Tree Cover at Global Scale Using Sentinel-1 and 2. In: EGU General Assembly Conference Abstracts, pp. EGU25–18232, 2025. @inproceedings{mosig2025mapping,
title = {Mapping Fractional Tree Mortality and Tree Cover at Global Scale Using Sentinel-1 and 2},
author = {Clemens Mosig and Miguel Mahecha and Yan Cheng and Janusch Jehle and Samuli Junttila and Henrik Hartmann and Stéphanie Horion and David Montero and Mirela Beloiu Schwenke and Teja Kattenborn},
year = {2025},
date = {2025-01-01},
booktitle = {EGU General Assembly Conference Abstracts},
pages = {EGU25–18232},
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Korpelainen T, Campos M, Yrttimaa T, Junttila S, Wang Y, Puttonen E: Investigating within-forest variability in the onset of tree height growth in a boreal Scots pine forest. Copernicus Meetings 2025. @techreport{korpelainen2025investigating,
title = {Investigating within-forest variability in the onset of tree height growth in a boreal Scots pine forest},
author = {Taiga Korpelainen and Mariana Campos and Tuomas Yrttimaa and Samuli Junttila and Yunsheng Wang and Eetu Puttonen},
year = {2025},
date = {2025-01-01},
institution = {Copernicus Meetings},
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Junttila S, Rahman A, Heinaro E, Polvivaara A, Ahishali M, Blomqvist M, Yrttimaa T, Rehush N, Holopainen M, Honkavaara E, others : Mapping individual tree mortality using sub-meter Earth observation data: Advances toward a large-scale global database. In: EGU General Assembly Conference Abstracts, pp. EGU25–18669, 2025. @inproceedings{junttila2025mapping,
title = {Mapping individual tree mortality using sub-meter Earth observation data: Advances toward a large-scale global database},
author = {Samuli Junttila and Anis Rahman and Einari Heinaro and Antti Polvivaara and Mete Ahishali and Minna Blomqvist and Tuomas Yrttimaa and Nataliia Rehush and Markus Holopainen and Eija Honkavaara and others},
year = {2025},
date = {2025-01-01},
booktitle = {EGU General Assembly Conference Abstracts},
pages = {EGU25–18669},
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Ahishali M, Rahman A U, Heinaro E, Junttila S: ADA-Net: Attention-Guided Domain Adaptation Network with Contrastive Learning for Standing Dead Tree Segmentation Using Aerial Imagery. In: arXiv preprint arXiv:2504.04271, 2025. @article{ahishali2025ada,
title = {ADA-Net: Attention-Guided Domain Adaptation Network with Contrastive Learning for Standing Dead Tree Segmentation Using Aerial Imagery},
author = {Mete Ahishali and Anis Ur Rahman and Einari Heinaro and Samuli Junttila},
year = {2025},
date = {2025-01-01},
journal = {arXiv preprint arXiv:2504.04271},
keywords = {},
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Rahman A U, Heinaro E, Ahishali M, Junttila S: Dual-task learning for dead tree detection and segmentation with hybrid self-attention U-Nets in aerial imagery. In: International Journal of Applied Earth Observation and Geoinformation, vol. 144, pp. 104851, 2025. @article{rahman2025dual,
title = {Dual-task learning for dead tree detection and segmentation with hybrid self-attention U-Nets in aerial imagery},
author = {Anis Ur Rahman and Einari Heinaro and Mete Ahishali and Samuli Junttila},
year = {2025},
date = {2025-01-01},
journal = {International Journal of Applied Earth Observation and Geoinformation},
volume = {144},
pages = {104851},
publisher = {Elsevier},
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Möhring J, Kattenborn T, Mahecha M D, Cheng Y, Schwenke M B, Cloutier M, Denter M, Frey J, Gassilloud M, Göritz A, others : Global, multi-scale standing deadwood segmentation in centimeter-scale aerial images. In: ISPRS Open Journal of Photogrammetry and Remote Sensing, pp. 100104, 2025. @article{mohring2025global,
title = {Global, multi-scale standing deadwood segmentation in centimeter-scale aerial images},
author = {Jakobus Möhring and Teja Kattenborn and Miguel D Mahecha and Yan Cheng and Mirela Beloiu Schwenke and Myriam Cloutier and Martin Denter and Julian Frey and Matthias Gassilloud and Anna Göritz and others},
year = {2025},
date = {2025-01-01},
journal = {ISPRS Open Journal of Photogrammetry and Remote Sensing},
pages = {100104},
publisher = {Elsevier},
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Network I T M, Senf C, Esquivel-Muelbert A, Pugh T A, Anderegg W R, Anderson-Teixeira K J, Arellano G, Schwenke M B, Bentz B J, Boehmer H J, others : Towards a global understanding of tree mortality. In: New Phytologist, vol. 245, no. 6, pp. 2377–2392, 2025. @article{international2025towards,
title = {Towards a global understanding of tree mortality},
author = {International Tree Mortality Network and Cornelius Senf and Adriane Esquivel-Muelbert and Thomas AM Pugh and William RL Anderegg and Kristina J Anderson-Teixeira and Gabriel Arellano and Mirela Beloiu Schwenke and Barbara J Bentz and Hans Juergen Boehmer and others},
year = {2025},
date = {2025-01-01},
journal = {New Phytologist},
volume = {245},
number = {6},
pages = {2377–2392},
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Jääskeläinen J, Junttila S, O’Sullivan H, Cheng Y, Horion S, Vastaranta M: Quantifying the drivers of tree mortality: A case study from urban recreational boreal forest. In: Urban Forestry & Urban Greening, vol. 104, pp. 128672, 2025. @article{jaaskelainen2025quantifying,
title = {Quantifying the drivers of tree mortality: A case study from urban recreational boreal forest},
author = {Johanna Jääskeläinen and Samuli Junttila and Hannah O’Sullivan and Yan Cheng and Stéphanie Horion and Mikko Vastaranta},
year = {2025},
date = {2025-01-01},
journal = {Urban Forestry & Urban Greening},
volume = {104},
pages = {128672},
publisher = {Urban & Fischer},
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Junttila S, Yrttimaa T, Blomqvist M, Paljakka T, Pelto-Arvo M, Vastaranta M: Influence of bark beetle infestation on stem diameter dynamics. In: Trees, Forests and People, vol. 19, pp. 100777, 2025. @article{junttila2025influence,
title = {Influence of bark beetle infestation on stem diameter dynamics},
author = {Samuli Junttila and Tuomas Yrttimaa and Minna Blomqvist and Teemu Paljakka and Mikko Pelto-Arvo and Mikko Vastaranta},
year = {2025},
date = {2025-01-01},
journal = {Trees, Forests and People},
volume = {19},
pages = {100777},
publisher = {Elsevier},
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Yrttimaa T, Junttila S, Hyyppä J, Holopainen M, Wulder M A, Vastaranta M: Quantifying architectural uniqueness of Scots pine trees using terrestrial laser scanning: toward individual tree fingerprinting. In: Forestry: An International Journal of Forest Research, vol. 98, no. 4, pp. 465–477, 2025. @article{yrttimaa2025quantifying,
title = {Quantifying architectural uniqueness of Scots pine trees using terrestrial laser scanning: toward individual tree fingerprinting},
author = {Tuomas Yrttimaa and Samuli Junttila and Juha Hyyppä and Markus Holopainen and Michael A Wulder and Mikko Vastaranta},
year = {2025},
date = {2025-01-01},
journal = {Forestry: An International Journal of Forest Research},
volume = {98},
number = {4},
pages = {465–477},
publisher = {Oxford University Press},
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