Lucas Prado Osco
Lucas Prado Osco
Ph.D. Environmental Engineer
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A convolutional neural network approach for counting and geolocating citrus-trees in UAV multispectral imagery
LP Osco, MS de Arruda, JM Junior, NB da Silva, APM Ramos, ÉAS Moryia, ...
ISPRS Journal of Photogrammetry and Remote Sensing 160, 97-106, 2020
Predicting canopy nitrogen content in citrus-trees using random forest algorithm associated to spectral vegetation indices from UAV-imagery
L Prado Osco, AP Marques Ramos, D Roberto Pereira, ...
Remote Sensing 11 (24), 2925, 2019
A novel deep learning method to identify single tree species in UAV-based hyperspectral images
GT Miyoshi, MS Arruda, LP Osco, J Marcato Junior, DN Gonçalves, ...
Remote Sensing 12 (8), 1294, 2020
A machine learning framework to predict nutrient content in valencia-orange leaf hyperspectral measurements
LP Osco, APM Ramos, MM Faita Pinheiro, ÉAS Moriya, NN Imai, ...
Remote Sensing 12 (6), 906, 2020
Improvement of leaf nitrogen content inference in Valencia-orange trees applying spectral analysis algorithms in UAV mounted-sensor images
LP Osco, APM Ramos, ÉAS Moriya, M de Souza, JM Junior, ...
International Journal of Applied Earth Observation and Geoinformation 83, 101907, 2019
Modeling hyperspectral response of water-stress induced lettuce plants using artificial neural networks
LP Osco, APM Ramos, ÉAS Moriya, LG Bavaresco, BC Lima, N Estrabis, ...
Remote Sensing 11 (23), 2797, 2019
A random forest ranking approach to predict yield in maize with uav-based vegetation spectral indices
APM Ramos, LP Osco, DEG Furuya, WN Gonçalves, DC Santana, ...
Computers and Electronics in Agriculture 178, 105791, 2020
Deep learning applied to phenotyping of biomass in forages with UAV-based RGB imagery
W Castro, J Marcato Junior, C Polidoro, LP Osco, W Gonçalves, ...
Sensors 20 (17), 4802, 2020
Storm-drain and manhole detection using the retinanet method
A Santos, J Marcato Junior, J de Andrade Silva, R Pereira, D Matos, ...
Sensors 20 (16), 4450, 2020
Bacillus subtilis can modulate the growth and root architecture in soybean through volatile organic compounds
LG Bavaresco, LP Osco, ASF Araujo, LW Mendes, A Bonifacio, FF Araújo
Theoretical and Experimental Plant Physiology 32 (2), 99-108, 2020
Leaf Nitrogen Concentration and Plant Height Prediction for Maize Using UAV-Based Multispectral Imagery and Machine Learning Techniques
LP Osco, JM Junior, APM Ramos, DEG Furuya, DC Santana, ...
Remote Sensing 12 (19), 3237, 2020
Climatic seasonality and water quality in watersheds: a study case in Limoeiro River watershed in the western region of Sao Paulo State, Brazil
FD Georges Gomes, LP Osco, PA Antunes, AP Marques Ramos
Mapping Utility Poles in Aerial Orthoimages Using ATSS Deep Learning Method
M Gomes, J Silva, D Gonçalves, P Zamboni, J Perez, E Batista, A Ramos, ...
Sensors 20 (21), 6070, 2020
Semantic segmentation of citrus-orchard using deep neural networks and multispectral UAV-based imagery
LP Osco, K Nogueira, APM Ramos, MMF Pinheiro, DEG Furuya, ...
Precision Agriculture, 1-18, 2021
A Review on Deep Learning in UAV Remote Sensing
L Prado Osco, J Marcato Junior, AP Marques Ramos, ...
arXiv e-prints, arXiv: 2101.10861, 2021
ATSS Deep Learning-Based Approach to Detect Apple Fruits
LJ Biffi, E Mitishita, V Liesenberg, AA Santos, DN Gonçalves, NV Estrabis, ...
Remote Sensing 13 (1), 54, 2021
A CNN approach to simultaneously count plants and detect plantation-rows from UAV imagery
LP Osco, MS de Arruda, DN Gonçalves, A Dias, J Batistoti, M de Souza, ...
ISPRS Journal of Photogrammetry and Remote Sensing 174, 1-17, 2021
Semantic Segmentation with Labeling Uncertainty and Class Imbalance
PO Bressan, JM Junior, JAC Martins, DN Gonçalves, DM Freitas, LP Osco, ...
arXiv preprint arXiv:2102.04566, 2021
Counting and Locating High-Density Objects Using Convolutional Neural Network
MS de Arruda, LP Osco, PR Acosta, DN Gonçalves, JM Junior, ...
arXiv preprint arXiv:2102.04366, 2021
A Deep Learning Approach Based on Graphs to Detect Plantation Lines
DN Gonçalves, MS de Arruda, H Pistori, VJM Fernandes, APM Ramos, ...
arXiv preprint arXiv:2102.03213, 2021
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