A keystone species, European aspen (Populus tremula L.), in boreal forests: Ecological role, knowledge needs and mapping using remote sensing S Kivinen, E Koivisto, S Keski-Saari, L Poikolainen, T Tanhuanpää, ... Forest Ecology and Management 462, 118008, 2020 | 51 | 2020 |
Automatic segment-level tree species recognition using high resolution aerial winter imagery A Kuzmin, L Korhonen, T Manninen, M Maltamo European Journal of Remote Sensing 49 (1), 239-259, 2016 | 29 | 2016 |
Developing a spatially explicit modelling and evaluation framework for integrated carbon sequestration and biodiversity conservation: Application in southern Finland M Forsius, H Kujala, F Minunno, M Holmberg, N Leikola, N Mikkonen, ... Science of the Total Environment 775, 145847, 2021 | 19 | 2021 |
Airborne laser scanning based forest inventory: comparison of experimental results for the Perm region, Russia and prior results from Finland T Kauranne, S Pyankov, V Junttila, A Kedrov, A Tarasov, A Kuzmin, ... Forests 8 (3), 72, 2017 | 17 | 2017 |
Subarctic catchment water storage and carbon cycling–leading the way for future studies using integrated datasets at Pallas, Finland H Marttila, A Lohila, P Ala‐Aho, K Noor, JM Welker, D Croghan, ... Hydrological Processes 35 (9), e14350, 2021 | 16 | 2021 |
Detection of European Aspen (Populus tremula L.) Based on an Unmanned Aerial Vehicle Approach in Boreal Forests A Kuzmin, L Korhonen, S Kivinen, P Hurskainen, P Korpelainen, ... Remote Sensing 13 (9), 1723, 2021 | 9 | 2021 |
Measuring the spatiotemporal variability in snow depth in subarctic environments using UASs–Part 2: Snow processes and snow–canopy interactions LJ Meriö, A Rauhala, P Ala-aho, A Kuzmin, P Korpelainen, T Kumpula, ... The Cryosphere 17 (10), 4363-4380, 2023 | 3 | 2023 |
Measuring the spatiotemporal variability in snow depth in subarctic environments using UASs–Part 1: Measurements, processing, and accuracy assessment A Rauhala, LJ Meriö, A Kuzmin, P Korpelainen, P Ala-aho, T Kumpula, ... The Cryosphere 17 (10), 4343-4362, 2023 | 3 | 2023 |
Detection of aspen in conifer-dominated boreal forests with seasonal multispectral drone image point clouds AA Hardenbol, A Kuzmin, L Korhonen, P Korpelainen, T Kumpula, ... Silva Fennica 55 (4), 2021 | 3 | 2021 |
Measuring the spatiotemporal variability of snow depth in subarctic environments using unmanned aircraft systems (UAS)–Part 2: Snow processes and snow-canopy interactions LJ Meriö, A Rauhala, P Ala-aho, A Kuzmin, P Korpelainen, T Kumpula, ... The Cryosphere Discussions, 1-28, 2023 | 1 | 2023 |
Automated detection of boreal forest deadwood using RGB UAV imagery T Kumpula, J Mäyrä, T Tanhuanpää, A Kuzmin, E Heinaro, P Vihervaara AGU23, 2023 | | 2023 |
Measuring the spatiotemporal variability of snow depth in subarctic environments using unmanned aircraft systems (UAS)–Part 1: Measurements, processing, and accuracy assessment A Rauhala, LJ Meriö, A Kuzmin, P Korpelainen, P Ala-aho, T Kumpula, ... The Cryosphere Discussions 2022, 1-30, 2022 | | 2022 |
Detecting a keystone species European aspen in boreal forests with airborne hyperspectral, LiDAR and UAV data with machine learning methods T Kumpula, J Mäyrä, A Kuzmin, A Viinikka, S Kivinen, T Tanhuanpää, ... EGU General Assembly Conference Abstracts, EGU21-16273, 2021 | | 2021 |
Haapojen tunnistaminen havupuuvaltaisessa vanhassa metsässä eri vuodenaikojen droonikuva-aineistoista AA Hardenbol, A Kuzmin, L Korhonen, P Korpelainen, T Kumpula, ... Metsätieteen Aikakauskirja, 2021 | | 2021 |
Aspen detection in boreal forests: Capturing a key component of biodiversity with airborne hyperspectral, lidar, and UAV data using machine learning and 3D convolutional neural … T Kumpula, J Mäyrä, A Viinikka, A Kuzmin, S Keski-Saari, S Kivinen, ... AGU Fall Meeting Abstracts 2020, B042-03, 2020 | | 2020 |
Aspen detection in boreal forests: Capturing a key component of biodiversity using airborne hyperspectral, lidar, and UAV data T Kumpula, A Viinikka, J Mäyrä, A Kuzmin, P Hurskainen, T Tanhuanpää, ... EGU General Assembly Conference Abstracts, 21268, 2020 | | 2020 |
Spatiotemporal Variability of Snow Depth in Subarctic Environment Using Unmanned Aircraft Systems (UAS) A Rauhala, LJ Meriö, P Ala-aho, P Korpelainen, A Kuzmin, T Kumpula, ... EGU General Assembly Conference Abstracts, 22457, 2020 | | 2020 |
Measurement of spatiotemporal variability of snow depth and cover using drones. LJ Meriö, A Rauhala, P Korpelainen, A Kuzmin, P Ala-aho, H Marttila, ... Geophysical Research Abstracts 21, 2019 | | 2019 |
Advanced Earth observation techniques in forest biodiversity and carbon sequestration mapping S Kivinen, T Tanhuanpää, A Kuzmin, P Korpelainen, P Vihervaara, ... ECCB2018: 5th European Congress of Conservation Biology. 12th-15th of June …, 2018 | | 2018 |