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Publications information icon

Tree species classification from airborne hyperspectral and LiDAR data using 3D convolutional neural networks

Peer-reviewed
Open access
DOI
10.1016/j.rse.2021.112322
Mäyrä, Janne; Keski-Saari, Sarita; Kivinen, Sonja; Tanhuanpää, Topi; Hurskainen, Pekka; Kullberg, Pe...
Remote sensing of environment2021Publications information icon

Classification of tree species based on hyperspectral reflectance images of stem bark

Peer-reviewed
Open access
DOI
10.1080/22797254.2022.2161420
Juola, Jussi; Hovi, Aarne; Rautiainen, Miina
European Journal of Remote Sensing2022Publications information icon

Tree species classification using within crown localization of waveform LiDAR attributes

Peer-reviewed
DOI
10.1016/j.isprsjprs.2017.08.013
Blomley, Rosmarie; Hovi, Aarne; Weinmann, Martin; Hinz, Stefan; Korpela, Ilkka; Jutzi, Boris
Isprs journal of photogrammetry and remote sensing2017Publications information icon

Single-Sensor Solution to Tree Species Classification Using Multispectral Airborne Laser Scanning

Peer-reviewed
Open access
DOI
10.3390/rs9020108
Yu, Xiaowei; Hyyppa, Juha; Litkey, Paula; Kaartinen, Harri; Vastaranta, Mikko; Holopainen, Markus
Remote Sensing2017Publications information icon

An Approach to Tree Species Classification Using Voxel Neighborhood Density-Based Subsampling of Multiscan Terrestrial Lidar Data

Peer-reviewed
Harikumar, Aravind; Liang, Xinlian; Bovolo, Francesca
International Geoscience and Remote Sensing Symposium2018Publications information icon

Tree Species Classification in a Complex Brazilian Tropical Forest Using Hyperspectral and LiDAR Data

Peer-reviewed
Open access
DOI
10.3390/f14050945
Pereira Martins-Neto, Rorai; Garcia Tommaselli, Antonio Maria; Imai, Nilton Nobuhiro; Honkavaara, Ei...
Forests2023Publications information icon

Tree species classification of drone hyperspectral and RGB imagery with deep learning convolutional neural networks

Peer-reviewed
Open access
DOI
10.3390/rs12071070
Nezami, Somayeh ; Khoramshahi, Ehsan; Nevalainen, Olli ; Pölönen, Ilkka; Honkavaara, Eija
Remote sensing2020Publications information icon

Determination of Tree Species Using Ranging Scatterometer Data

Peer-reviewed
Törmä, M.
Photogrammetric Journal of Finland1994Publications information icon

Tree species classification from fused active hyperspectral reflectance and LIDAR measurements

Peer-reviewed
DOI
10.1016/j.foreco.2010.08.031
Puttonen, Eetu; Suomalainen, Juha; Hakala, Teemu; Räikkönen, Esa; Kaartinen, Harri; Kaasalainen, San...
Forest Ecology and Management2010Publications information icon

Mapping the distribution of invasive tree species using deep one-class classification in the tropical montane landscape of Kenya

Peer-reviewed
Open access
DOI
10.1016/j.isprsjprs.2022.03.005
Zhao, Hengwei; Zhong, Yanfei; Wang, Xinyu; Hu, Xin; Luo, Chang; Boitt, Mark; Piiroinen, Rami; Zhang,...
ISPRS Journal of Photogrammetry and Remote Sensing2022

Tree species classification from airborne hyperspectral and LiDAR data using 3D convolutional neural networks

Peer-reviewed
Open access
DOI
10.1016/j.rse.2021.112322
2021

Classification of tree species based on hyperspectral reflectance images of stem bark

Peer-reviewed
Open access
DOI
10.1080/22797254.2022.2161420
2022

Tree species classification using within crown localization of waveform LiDAR attributes

Peer-reviewed
DOI
10.1016/j.isprsjprs.2017.08.013
2017

Single-Sensor Solution to Tree Species Classification Using Multispectral Airborne Laser Scanning

Peer-reviewed
Open access
DOI
10.3390/rs9020108
2017

An Approach to Tree Species Classification Using Voxel Neighborhood Density-Based Subsampling of Multiscan Terrestrial Lidar Data

Peer-reviewed
2018

Tree Species Classification in a Complex Brazilian Tropical Forest Using Hyperspectral and LiDAR Data

Peer-reviewed
Open access
DOI
10.3390/f14050945
2023

Tree species classification of drone hyperspectral and RGB imagery with deep learning convolutional neural networks

Peer-reviewed
Open access
DOI
10.3390/rs12071070
2020

Determination of Tree Species Using Ranging Scatterometer Data

Peer-reviewed
1994

Tree species classification from fused active hyperspectral reflectance and LIDAR measurements

Peer-reviewed
DOI
10.1016/j.foreco.2010.08.031
2010

Mapping the distribution of invasive tree species using deep one-class classification in the tropical montane landscape of Kenya

Peer-reviewed
Open access
DOI
10.1016/j.isprsjprs.2022.03.005
2022