- Article
(884 KB) - Metadata XML
- August 14, 2026
- |
- Home
- |
- Sitemap
- |
- The ISPRS Foundation
- |
- 𝕏
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Articles | Volume XLVIII-2/W11-2025
https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-285-2025
© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-285-2025
© Author(s) 2025. This work is distributed under
the Creative Commons Attribution 4.0 License.
the Creative Commons Attribution 4.0 License.
30 Oct 2025
| 30 Oct 2025
Domain Generalization in Deep Learning for Forest Health Monitoring Using Multispectral UAS Data
Emma Turkulainen
Department of Remote Sensing and Photogrammetry, Finnish Geospatial Research Institute in National Land Survey of Finland (FGI), 02150 Espoo, Finland
Raquel Alves Oliveira
Department of Remote Sensing and Photogrammetry, Finnish Geospatial Research Institute in National Land Survey of Finland (FGI), 02150 Espoo, Finland
Niko Koivumäki
Department of Remote Sensing and Photogrammetry, Finnish Geospatial Research Institute in National Land Survey of Finland (FGI), 02150 Espoo, Finland
Päivi Lyytikäinen-Saarenmaa
Department of Remote Sensing and Photogrammetry, Finnish Geospatial Research Institute in National Land Survey of Finland (FGI), 02150 Espoo, Finland
Roope Näsi
Department of Remote Sensing and Photogrammetry, Finnish Geospatial Research Institute in National Land Survey of Finland (FGI), 02150 Espoo, Finland
Mikko Pelto-Arvo
School of Forest Sciences, University of Eastern Finland, Joensuu, Finland
Johanna Tuviala
School of Forest Sciences, University of Eastern Finland, Joensuu, Finland
Eija Honkavaara
Department of Remote Sensing and Photogrammetry, Finnish Geospatial Research Institute in National Land Survey of Finland (FGI), 02150 Espoo, Finland
Related authors
Geng Wang, Aurora Bozzini, Luiz Henrique Elias Cosimo, Emma Turkulainen, Salma Bijou, Raquel Alves de Oliveira, Juha Suomalainen, Erika Vennervirta, Niko Koivumäki, Roope Näsi, Lucie Kupková, Massimo Faccoli, Eija Honkavaara, and Langning Huo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIX-B3-2026, 1163–1170, https://doi.org/10.5194/isprs-archives-XLIX-B3-2026-1163-2026, https://doi.org/10.5194/isprs-archives-XLIX-B3-2026-1163-2026, 2026
Alva Anttonen, Axel Päivänsalo, Emma Turkulainen, Raquel Alves Oliveira, Kirsi Karila, Niko Koivumäki, Roope Näsi, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 13–18, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-13-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-13-2025, 2025
Emma Turkulainen, Janne Hietala, Jiri Jormakka, Johanna Tuviala, Raquel Alves de Oliveira, Niko Koivumäki, Kirsi Karila, Roope Näsi, Juha Suomalainen, Mikko Pelto-Arvo, Päivi Lyytikäinen-Saarenmaa, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 559–564, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-559-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-559-2024, 2024
Geng Wang, Aurora Bozzini, Luiz Henrique Elias Cosimo, Emma Turkulainen, Salma Bijou, Raquel Alves de Oliveira, Juha Suomalainen, Erika Vennervirta, Niko Koivumäki, Roope Näsi, Lucie Kupková, Massimo Faccoli, Eija Honkavaara, and Langning Huo
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIX-B3-2026, 1163–1170, https://doi.org/10.5194/isprs-archives-XLIX-B3-2026-1163-2026, https://doi.org/10.5194/isprs-archives-XLIX-B3-2026-1163-2026, 2026
Niko Koivumäki, Juha Suomalainen, Teemu Hakala, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIX-B2-2026, 1161–1166, https://doi.org/10.5194/isprs-archives-XLIX-B2-2026-1161-2026, https://doi.org/10.5194/isprs-archives-XLIX-B2-2026-1161-2026, 2026
Ivar Oveland, Andreas Prebensen Korsnes, Eija Honkavaara, Lauri Markelin, Andrew C. Flatman, and Henry Meißner
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIX-B1-2026, 489–495, https://doi.org/10.5194/isprs-archives-XLIX-B1-2026-489-2026, https://doi.org/10.5194/isprs-archives-XLIX-B1-2026-489-2026, 2026
Susanna Hyyppä, Josef Taher, Matti Hyyppä, Leena Matikainen, Xiaowei Yu, Harri Kaartinen, Oskari Saarinen, Kirsi Karila, Ville Luoma, Marjut Turtiainen, Birgitta Partanen, Roope Näsi, Jyri Maanpää, Eetu Puttonen, Arttu Kivimäki, Mikko Vastaranta, Antero Kukko, Hannu Hyyppä, Matti Vaaja, Fabio Remondino, Narges Takhtkeshha, and Juha Hyyppä
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIX-B1-2026, 443–448, https://doi.org/10.5194/isprs-archives-XLIX-B1-2026-443-2026, https://doi.org/10.5194/isprs-archives-XLIX-B1-2026-443-2026, 2026
Guglielmo Del Col, Väinö Karjalainen, Teemu Hakala, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 87–93, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-87-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-87-2025, 2025
Raquel A. Oliveira, Roope Näsi, Jonas Edström, Joel Pitkänen, Panu Korhonen, Oiva Niemeläinen, Niko Koivumäki, Jere Kaivosoja, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 241–246, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-241-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-241-2025, 2025
Roope Näsi, Raquel A. Oliveira, Stefan Rua, Ehsan Khormashahi, Axel Päivänsalo, Oiva Niemeläinen, Eija Honkavaara, and Markku Niskanen
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 235–240, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-235-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-235-2025, 2025
Miloš N. Mladenović, Muhammad Atiullah Saif, Eija Honkavaara, Pyry Kettunen, Mikko Rönneberg, Anssi Jussila, Leo Niemi, and Miia Farstad
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 227–233, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-227-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-227-2025, 2025
Aleksi Karhunen, Teemu Hakala, Väinö Karjalainen, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 153–160, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-153-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-153-2025, 2025
Alva Anttonen, Axel Päivänsalo, Emma Turkulainen, Raquel Alves Oliveira, Kirsi Karila, Niko Koivumäki, Roope Näsi, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 13–18, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-13-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-13-2025, 2025
Osman Acar, Eija Honkavaara, and Selehattin Sefaci
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-W11-2025, 1–6, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-1-2025, https://doi.org/10.5194/isprs-archives-XLVIII-2-W11-2025-1-2025, 2025
Emma Turkulainen, Janne Hietala, Jiri Jormakka, Johanna Tuviala, Raquel Alves de Oliveira, Niko Koivumäki, Kirsi Karila, Roope Näsi, Juha Suomalainen, Mikko Pelto-Arvo, Päivi Lyytikäinen-Saarenmaa, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-3-2024, 559–564, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-559-2024, https://doi.org/10.5194/isprs-archives-XLVIII-3-2024-559-2024, 2024
Lauri Markelin, Mikko Sippo, Petri Leiso, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-2024, 219–224, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-219-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-219-2024, 2024
Väinö Karjalainen, Niko Koivumäki, Teemu Hakala, Anand George, Jesse Muhojoki, Eric Hyyppa, Juha Suomalainen, and Eija Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-2-2024, 167–172, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-167-2024, https://doi.org/10.5194/isprs-archives-XLVIII-2-2024-167-2024, 2024
R. A. Oliveira, R. Näsi, P. Korhonen, A. Mustonen, O. Niemeläinen, N. Koivumäki, T. Hakala, J. Suomalainen, J. Kaivosoja, and E. Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1861–1866, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1861-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1861-2023, 2023
A.-M. Raita-Hakola, S. Rahkonen, J. Suomalainen, L. Markelin, R. Oliveira, T. Hakala, N. Koivumäki, E. Honkavaara, and I. Pölönen
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 1771–1778, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1771-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-1771-2023, 2023
V. Karjalainen, T. Hakala, A. George, N. Koivumäki, J. Suomalainen, and E. Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLVIII-1-W2-2023, 597–603, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-597-2023, https://doi.org/10.5194/isprs-archives-XLVIII-1-W2-2023-597-2023, 2023
J. Suomalainen, R. A. Oliveira, T. Hakala, N. Koivumäki, L. Markelin, R. Näsi, and E. Honkavaara
Int. Arch. Photogramm. Remote Sens. Spatial Inf. Sci., XLIII-B1-2022, 67–72, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-67-2022, https://doi.org/10.5194/isprs-archives-XLIII-B1-2022-67-2022, 2022
The International Society for Photogrammetry and Remote Sensing is a non-governmental organization devoted to the development of international cooperation for the advancement of photogrammetry and remote sensing and their applications. The Society operates without any discrimination on grounds of race, religion, nationality, or political philosophy.
Useful Links
Useful External Links
Our Contact
c/o
Leibniz University Hannover
Institute of Photogrammetry and GeoInformation
Nienburger Str. 1
D-30167 Hannover
GERMANY
Email: isprs-sg@isprs.org