Processing and assessment of spectrometric, stereoscopic imagery collected using a lightweight UAV spectral camera for precision agriculture E Honkavaara, H Saari, J Kaivosoja, I Pölönen, T Hakala, P Litkey, ... Remote Sensing 5 (10), 5006-5039, 2013 | 379 | 2013 |
Hyperspectral reflectance signatures and point clouds for precision agriculture by light weight UAV imaging system E Honkavaara, J Kaivosoja, J Mäkynen, I Pellikka, L Pesonen, H Saari, ... ISPRS Ann. Photogramm. Remote Sens. Spat. Inf. Sci 7, 353-358, 2012 | 70 | 2012 |
A novel machine learning method for estimating biomass of grass swards using a photogrammetric canopy height model, images and vegetation indices captured by a drone N Viljanen, E Honkavaara, R Näsi, T Hakala, O Niemeläinen, J Kaivosoja Agriculture 8 (5), 70, 2018 | 65 | 2018 |
Estimating biomass and nitrogen amount of barley and grass using UAV and aircraft based spectral and photogrammetric 3D features R Näsi, N Viljanen, J Kaivosoja, K Alhonoja, T Hakala, L Markelin, ... Remote Sensing 10 (7), 1082, 2018 | 64 | 2018 |
Spectral imaging from UAVs under varying illumination conditions T Hakala, E Honkavaara, H Saari, J Mäkynen, J Kaivosoja, L Pesonen, ... International Archives of the Photogrammetry, Remote Sensing and Spatial …, 2013 | 59 | 2013 |
Hyperspectral imaging based biomass and nitrogen content estimations from light-weight UAV I Pölönen, H Saari, J Kaivosoja, E Honkavaara, L Pesonen Remote Sensing for Agriculture, Ecosystems, and Hydrology XV 8887, 88870J, 2013 | 48 | 2013 |
Automatic control of farming operations based on spatial web services J Kaivosoja, M Jackenkroll, R Linkolehto, M Weis, R Gerhards Computers and Electronics in Agriculture 100, 110-115, 2014 | 30 | 2014 |
A case study of a precision fertilizer application task generation for wheat based on classified hyperspectral data from UAV combined with farm history data J Kaivosoja, L Pesonen, J Kleemola, I Pölönen, H Salo, E Honkavaara, ... Remote Sensing for Agriculture, Ecosystems, and Hydrology XV 8887, 88870H, 2013 | 27 | 2013 |
Cropinfra–An Internet-based service infrastructure to support crop production in future farms LA Pesonen, FKW Teye, AK Ronkainen, MO Koistinen, JJ Kaivosoja, ... Biosystems engineering 120, 92-101, 2014 | 24 | 2014 |
Visible, very near ir and short wave ir hyperspectral drone imaging system for agriculture and natural water applications H Saari, A Akujärvi, C Holmlund, H Ojanen, J Kaivosoja, A Nissinen, ... Frontiers in Spectral imaging and 3D Technologies for Geospatial Solutions …, 2017 | 14 | 2017 |
Machine Readable Encoding for Definitions of Agricultural Crop Production and Farm Management Standards: FutureFarm Deliverable 4.1. 1 E Nash, R Nikkilä, L Pesonen, K Oetzel, W Mayer, I Seilonen, J Kaivosoja, ... | 13 | 2009 |
ASSESSMENT OF VARIOUS REMOTE SENSING TECHNOLOGIES IN BIOMASS AND NITROGEN CONTENT ESTIMATION USING AN AGRICULTURAL TEST FIELD. R Näsi, N Viljanen, J Kaivosoja, T Hakala, M Pandžić, L Markelin, ... International Archives of the Photogrammetry, Remote Sensing & Spatial …, 2017 | 12 | 2017 |
Intelligent functions for crop production automation P Suomi, T Oksanen, L Pesonen, J Kaivosoja, H Haapala, A Visala Proc. Of XVI CIGR World Congress, 2006 | 9 | 2006 |
Simulation environment for testing guidance algorithms with realistic GPS noise model J Backman, J Kaivosoja, T Oksanen, A Visala IFAC Proceedings Volumes 43 (26), 139-144, 2010 | 8 | 2010 |
OPTIMIZING RADIOMETRIC PROCESSING AND FEATURE EXTRACTION OF DRONE BASED HYPERSPECTRAL FRAME FORMAT IMAGERY FOR ESTIMATION OF YIELD QUANTITY AND QUALITY OF A GRASS SWARD. R Näsi, N Viljanen, R Oliveira, J Kaivosoja, O Niemeläinen, T Hakala, ... International Archives of the Photogrammetry, Remote Sensing & Spatial …, 2018 | 7 | 2018 |
GNSS error simulator for farm machinery navigation development J Kaivosoja, R Linkolehto Computers and Electronics in Agriculture 119, 166-177, 2015 | 7 | 2015 |
Functional environment of a mobile work unit CG Sørensen, P Suomi, J Kaivosoja, L Pesonen InfoXT–User-centric mobile information management in automated plant …, 2007 | 7 | 2007 |
Machine learning estimators for the quantity and quality of grass swards used for silage production using drone-based imaging spectrometry and photogrammetry RA Oliveira, R Näsi, O Niemeläinen, L Nyholm, K Alhonoja, J Kaivosoja, ... Remote Sensing of Environment 246, 111830, 2020 | 6 | 2020 |
Biomass estimator for NIR image with a few additional spectral band images taken from light UAS I Pölönen, H Salo, H Saari, J Kaivosoja, L Pesonen, E Honkavaara Sensing for Agriculture and Food Quality and Safety IV 8369, 836905, 2012 | 6 | 2012 |
Remote assisted task management for ISOBUS equipped tractor-implement combination L Pesonen, J Kaivosoja, V Virolainen, J Oittinen, J Kivipelto Agricultural Engineering International: CIGR Journal, 2007 | 6 | 2007 |