A review on deep learning in UAV remote sensing
Osco, Lucas Prado, Marcato Junior, José, Marques Ramos, Ana Paula, de Castro Jorge, Lúcio André, Fatholahi, Sarah Narges, de Andrade Silva, Jonathan, Matsubara, Edson Takashi, Pistori, Hemerson, Gonçalves, Wesley Nunes, Li, Jonathan
Published in International journal of applied earth observation and geoinformation (01.10.2021)
Published in International journal of applied earth observation and geoinformation (01.10.2021)
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Journal Article
A random forest ranking approach to predict yield in maize with uav-based vegetation spectral indices
Marques Ramos, Ana Paula, Prado Osco, Lucas, Elis Garcia Furuya, Danielle, Nunes Gonçalves, Wesley, Cordeiro Santana, Dthenifer, Pereira Ribeiro Teodoro, Larissa, Antonio da Silva Junior, Carlos, Fernando Capristo-Silva, Guilherme, Li, Jonathan, Henrique Rojo Baio, Fábio, Marcato Junior, José, Eduardo Teodoro, Paulo, Pistori, Hemerson
Published in Computers and electronics in agriculture (01.11.2020)
Published in Computers and electronics in agriculture (01.11.2020)
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Journal Article
Using Deep Learning for Automatic Water Stage Measurements
Eltner, Anette, Bressan, Patrik Olã, Akiyama, Thales, Gonçalves, Wesley Nunes, Marcato Junior, José
Published in Water resources research (01.03.2021)
Published in Water resources research (01.03.2021)
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Journal Article
Land-cover classification of multispectral LiDAR data using CNN with optimized hyper-parameters
Pan, Suoyan, Guan, Haiyan, Chen, Yating, Yu, Yongtao, Nunes Gonçalves, Wesley, Marcato Junior, José, Li, Jonathan
Published in ISPRS journal of photogrammetry and remote sensing (01.08.2020)
Published in ISPRS journal of photogrammetry and remote sensing (01.08.2020)
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Journal Article
Assessment of CNN-Based Methods for Individual Tree Detection on Images Captured by RGB Cameras Attached to UAVs
Santos, Anderson Aparecido Dos, Marcato Junior, José, Araújo, Márcio Santos, Di Martini, David Robledo, Tetila, Everton Castelão, Siqueira, Henrique Lopes, Aoki, Camila, Eltner, Anette, Matsubara, Edson Takashi, Pistori, Hemerson, Feitosa, Raul Queiroz, Liesenberg, Veraldo, Gonçalves, Wesley Nunes
Published in Sensors (Basel, Switzerland) (18.08.2019)
Published in Sensors (Basel, Switzerland) (18.08.2019)
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Journal Article
A convolutional neural network approach for counting and geolocating citrus-trees in UAV multispectral imagery
Osco, Lucas Prado, Arruda, Mauro dos Santos de, Marcato Junior, José, da Silva, Neemias Buceli, Ramos, Ana Paula Marques, Moryia, Érika Akemi Saito, Imai, Nilton Nobuhiro, Pereira, Danillo Roberto, Creste, José Eduardo, Matsubara, Edson Takashi, Li, Jonathan, Gonçalves, Wesley Nunes
Published in ISPRS journal of photogrammetry and remote sensing (01.02.2020)
Published in ISPRS journal of photogrammetry and remote sensing (01.02.2020)
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Journal Article
Adversarial unsupervised domain adaptation for 3D semantic segmentation with multi-modal learning
Liu, Wei, Luo, Zhiming, Cai, Yuanzheng, Yu, Ying, Ke, Yang, Junior, José Marcato, Gonçalves, Wesley Nunes, Li, Jonathan
Published in ISPRS journal of photogrammetry and remote sensing (01.06.2021)
Published in ISPRS journal of photogrammetry and remote sensing (01.06.2021)
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Journal Article
Applying Fully Convolutional Architectures for Semantic Segmentation of a Single Tree Species in Urban Environment on High Resolution UAV Optical Imagery
Lobo Torres, Daliana, Queiroz Feitosa, Raul, Nigri Happ, Patrick, Elena Cué La Rosa, Laura, Marcato Junior, José, Martins, José, Olã Bressan, Patrik, Gonçalves, Wesley Nunes, Liesenberg, Veraldo
Published in Sensors (Basel, Switzerland) (20.01.2020)
Published in Sensors (Basel, Switzerland) (20.01.2020)
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Journal Article
Deep Learning Applied to Phenotyping of Biomass in Forages with UAV-Based RGB Imagery
Castro, Wellington, Marcato Junior, José, Polidoro, Caio, Osco, Lucas Prado, Gonçalves, Wesley, Rodrigues, Lucas, Santos, Mateus, Jank, Liana, Barrios, Sanzio, Valle, Cacilda, Simeão, Rosangela, Carromeu, Camilo, Silveira, Eloise, Jorge, Lúcio André de Castro, Matsubara, Edson
Published in Sensors (Basel, Switzerland) (26.08.2020)
Published in Sensors (Basel, Switzerland) (26.08.2020)
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Journal Article
Leaf Nitrogen Concentration and Plant Height Prediction for Maize Using UAV-Based Multispectral Imagery and Machine Learning Techniques
Osco, Lucas Prado, Junior, José Marcato, Ramos, Ana Paula Marques, Furuya, Danielle Elis Garcia, Santana, Dthenifer Cordeiro, Teodoro, Larissa Pereira Ribeiro, Gonçalves, Wesley Nunes, Baio, Fábio Henrique Rojo, Pistori, Hemerson, Junior, Carlos Antonio da Silva, Teodoro, Paulo Eduardo
Published in Remote sensing (Basel, Switzerland) (01.10.2020)
Published in Remote sensing (Basel, Switzerland) (01.10.2020)
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Journal Article
Predicting Canopy Nitrogen Content in Citrus-Trees Using Random Forest Algorithm Associated to Spectral Vegetation Indices from UAV-Imagery
Prado Osco, Lucas, Marques Ramos, Ana Paula, Roberto Pereira, Danilo, Akemi Saito Moriya, Érika, Nobuhiro Imai, Nilton, Takashi Matsubara, Edson, Estrabis, Nayara, de Souza, Maurício, Marcato Junior, José, Gonçalves, Wesley Nunes, Li, Jonathan, Liesenberg, Veraldo, Eduardo Creste, José
Published in Remote sensing (Basel, Switzerland) (06.12.2019)
Published in Remote sensing (Basel, Switzerland) (06.12.2019)
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Journal Article
Storm-Drain and Manhole Detection Using the RetinaNet Method
Santos, Anderson, Marcato Junior, José, de Andrade Silva, Jonathan, Pereira, Rodrigo, Matos, Daniel, Menezes, Geazy, Higa, Leandro, Eltner, Anette, Ramos, Ana Paula, Osco, Lucas, Gonçalves, Wesley
Published in Sensors (Basel, Switzerland) (10.08.2020)
Published in Sensors (Basel, Switzerland) (10.08.2020)
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Journal Article
3D building model generation from MLS point cloud and 3D mesh using multi-source data fusion
Liu, Weiquan, Zang, Yu, Xiong, Zhangyue, Bian, Xuesheng, Wen, Chenglu, Lu, Xiaolei, Wang, Cheng, Marcato, José, Gonçalves, Wesley Nunes, Li, Jonathan
Published in International journal of applied earth observation and geoinformation (01.02.2023)
Published in International journal of applied earth observation and geoinformation (01.02.2023)
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Journal Article
A Novel Deep Learning Method to Identify Single Tree Species in UAV-Based Hyperspectral Images
Miyoshi, Gabriela Takahashi, Arruda, Mauro dos Santos, Osco, Lucas Prado, Marcato Junior, José, Gonçalves, Diogo Nunes, Imai, Nilton Nobuhiro, Tommaselli, Antonio Maria Garcia, Honkavaara, Eija, Gonçalves, Wesley Nunes
Published in Remote sensing (Basel, Switzerland) (01.04.2020)
Published in Remote sensing (Basel, Switzerland) (01.04.2020)
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Journal Article
Mapping Utility Poles in Aerial Orthoimages Using ATSS Deep Learning Method
Gomes, Matheus, Silva, Jonathan, Gonçalves, Diogo, Zamboni, Pedro, Perez, Jader, Batista, Edson, Ramos, Ana, Osco, Lucas, Matsubara, Edson, Li, Jonathan, Marcato Junior, José, Gonçalves, Wesley
Published in Sensors (Basel, Switzerland) (26.10.2020)
Published in Sensors (Basel, Switzerland) (26.10.2020)
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Journal Article
A CNN approach to simultaneously count plants and detect plantation-rows from UAV imagery
Osco, Lucas Prado, dos Santos de Arruda, Mauro, Gonçalves, Diogo Nunes, Dias, Alexandre, Batistoti, Juliana, de Souza, Mauricio, Gomes, Felipe David Georges, Ramos, Ana Paula Marques, de Castro Jorge, Lúcio André, Liesenberg, Veraldo, Li, Jonathan, Ma, Lingfei, Marcato, José, Gonçalves, Wesley Nunes
Published in ISPRS journal of photogrammetry and remote sensing (01.04.2021)
Published in ISPRS journal of photogrammetry and remote sensing (01.04.2021)
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Journal Article
A Machine Learning Framework to Predict Nutrient Content in Valencia-Orange Leaf Hyperspectral Measurements
Osco, Lucas Prado, Ramos, Ana Paula Marques, Faita Pinheiro, Mayara Maezano, Moriya, Érika Akemi Saito, Imai, Nilton Nobuhiro, Estrabis, Nayara, Ianczyk, Felipe, Araújo, Fábio Fernando de, Liesenberg, Veraldo, Jorge, Lúcio André de Castro, Li, Jonathan, Ma, Lingfei, Gonçalves, Wesley Nunes, Marcato Junior, José, Eduardo Creste, José
Published in Remote sensing (Basel, Switzerland) (01.03.2020)
Published in Remote sensing (Basel, Switzerland) (01.03.2020)
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Journal Article