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Journal Articles
- 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]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) - 2015
- [j4]Kimmo Nurminen, Paula Litkey, Eija Honkavaara, Mikko Vastaranta, Markus Holopainen, Päivi Lyytikäinen-Saarenmaa, Tuula Kantola, Minna Lyytikäinen:
Automation Aspects for the Georeferencing of Photogrammetric Aerial Image Archives in Forested Scenes. Remote. Sens. 7(2): 1565-1593 (2015) - [j3]Roope Näsi, Eija Honkavaara, Päivi Lyytikäinen-Saarenmaa, Minna Blomqvist, Paula Litkey, Teemu Hakala, Niko Viljanen, Tuula Kantola, Topi Tanhuanpää, Markus Holopainen:
Using UAV-Based Photogrammetry and Hyperspectral Imaging for Mapping Bark Beetle Damage at Tree-Level. Remote. Sens. 7(11): 15467-15493 (2015) - 2013
- [j2]Mikko Vastaranta, Tuula Kantola, Päivi Lyytikäinen-Saarenmaa, Markus Holopainen, Ville Kankare, Michael A. Wulder, Juha Hyyppä, Hannu Hyyppä:
Area-Based Mapping of Defoliation of Scots Pine Stands Using Airborne Scanning LiDAR. Remote. Sens. 5(3): 1220-1234 (2013) - 2010
- [j1]Tuula Kantola, Mikko Vastaranta, Xiaowei Yu, Päivi Lyytikäinen-Saarenmaa, Markus Holopainen, Mervi Talvitie, Sanna Kaasalainen, Svein Solberg, Juha Hyyppä:
Classification of Defoliated Trees Using Tree-Level Airborne Laser Scanning Data Combined with Aerial Images. Remote. Sens. 2(12): 2665-2679 (2010)
Coauthor Index
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