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Journal Articles
- 2024
[j23]Jérémie Garnier, Rejane Ennes Cicerelli
, Tati de Almeida, Julia C. R. Belo, Julia Curto, Ana Paula Marques Ramos, Larissa V. Valadão, Frédéric Satgé, Marie-Paule Bonnet:
Water Resources Monitoring in a Remote Region: Earth Observation-Based Study of Endorheic Lakes. Remote. Sens. 16(15): 2790 (2024)- 2023
- [j22]Diogo Nunes Gonçalves, José Marcato Junior, André Caceres Carrilho, Plabiany Rodrigo Acosta, Ana Paula Marques Ramos, Felipe David Georges Gomes, Lucas Prado Osco, Maxwell da Rosa Oliveira, José Augusto Correa Martins, Geraldo Alves Damasceno Júnior, Márcio Santos Araújo, Jonathan Li, Fábio Roque, Leonardo de Faria Peres, Wesley Nunes Gonçalves, Renata Libonati:
Transformers for mapping burned areas in Brazilian Pantanal and Amazon with PlanetScope imagery. Int. J. Appl. Earth Obs. Geoinformation 116: 103151 (2023) - [j21]Lucas Prado Osco, Qiusheng Wu, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, Jonathan Li, José Marcato Junior:
The Segment Anything Model (SAM) for remote sensing applications: From zero to one shot. Int. J. Appl. Earth Obs. Geoinformation 124: 103540 (2023) - [j20]Lucas Prado Osco, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, José Marcato Junior:
The Potential of Visual ChatGPT for Remote Sensing. Remote. Sens. 15(13): 3232 (2023) - 2022
- [j19]Patrik Olã Bressan, José Marcato Junior, José Augusto Correa Martins, Maximilian Jaderson de Melo, Diogo Nunes Gonçalves, Daniel Matte Freitas, Ana Paula Marques Ramos, Michelle Taís Garcia Furuya, Lucas Prado Osco, Jonathan de Andrade Silva, Zhipeng Luo, Raymundo Cordero Garcia, Lingfei Ma, Jonathan Li, Wesley Nunes Gonçalves:
Semantic segmentation with labeling uncertainty and class imbalance applied to vegetation mapping. Int. J. Appl. Earth Obs. Geoinformation 108: 102690 (2022) - [j18]Mário de Araújo Carvalho, José Marcato Junior, José Augusto Correa Martins, Pedro Zamboni, Celso Soares Costa, Henrique Lopes Siqueira, Márcio Santos Araújo, Diogo Nunes Gonçalves, Danielle Elis Garcia Furuya, Lucas Prado Osco, Ana Paula Marques Ramos, Jonathan Li, Amaury Antônio de Castro Junior, Wesley Nunes Gonçalves:
A deep learning-based mobile application for tree species mapping in RGB images. Int. J. Appl. Earth Obs. Geoinformation 114: 103045 (2022) - [j17]Maximilian Jaderson de Melo, Diogo Nunes Gonçalves, Marina de Nadai Bonin Gomes, Gedson Faria, Jonathan de Andrade Silva, Ana Paula Marques Ramos, Lucas Prado Osco, Michelle Taís Garcia Furuya, José Marcato Junior, Wesley Nunes Gonçalves:
Automatic segmentation of cattle rib-eye area in ultrasound images using the UNet++ deep neural network. Comput. Electron. Agric. 195: 106818 (2022) - [j16]Mauro dos Santos de Arruda, Lucas Prado Osco, Plabiany Rodrigo Acosta, Diogo Nunes Gonçalves, José Marcato Junior, Ana Paula Marques Ramos, Edson Takashi Matsubara, Zhipeng Luo, Jonathan Li, Jonathan de Andrade Silva, Wesley Nunes Gonçalves:
Counting and locating high-density objects using convolutional neural network. Expert Syst. Appl. 195: 116555 (2022) - 2021
- [j15]Lucas Prado Osco, José Marcato Junior, Ana Paula Marques Ramos, Lúcio André de Castro Jorge, Sarah Narges Fatholahi, Jonathan de Andrade Silva, Edson Takashi Matsubara, Hemerson Pistori, Wesley Nunes Gonçalves, Jonathan Li:
A review on deep learning in UAV remote sensing. Int. J. Appl. Earth Obs. Geoinformation 102: 102456 (2021) - [j14]Danielle Elis Garcia Furuya, Lingfei Ma, Mayara Maezano Faita Pinheiro, Felipe David Georges Gomes, Wesley Nunes Gonçalvez, José Marcato Junior, Diego de Castro Rodrigues, Maria Carolina Blassioli-Moraes, Mirian Fernandes Furtado Michereff, Miguel Borges, Raúl Alberto Alaumann, Ednaldo José Ferreira, Lucas Prado Osco, Ana Paula Marques Ramos, Jonathan Li, Lúcio André de Castro Jorge:
Prediction of insect-herbivory-damage and insect-type attack in maize plants using hyperspectral data. Int. J. Appl. Earth Obs. Geoinformation 105: 102608 (2021) - [j13]Diego Bedin Marin, Gabriel Araújo e Silva Ferraz, Lucas Santos Santana, Brenon Diennevan de Souza Barbosa, Rafael Alexandre Pena Barata, Lucas Prado Osco, Ana Paula Marques Ramos, Paulo Henrique Sales Guimarães:
Detecting coffee leaf rust with UAV-based vegetation indices and decision tree machine learning models. Comput. Electron. Agric. 190: 106476 (2021) - [j12]Leonardo Josoé Biffi, Edson A. Mitishita, Veraldo Liesenberg, Anderson Aparecido dos Santos, Diogo Nunes Gonçalves, Nayara V. Estrabis, Jonathan de Andrade Silva, Lucas Prado Osco, Ana Paula Marques Ramos, Jorge Antonio Silva Centeno, Marcos Benedito Schimalski, Leo Rufato, Sílvio Luís Rafaeli Neto, José Marcato Junior, Wesley Nunes Gonçalves:
ATSS Deep Learning-Based Approach to Detect Apple Fruits. Remote. Sens. 13(1): 54 (2021) - [j11]José Augusto Correa Martins, Keiller Nogueira, Lucas Prado Osco, Felipe David Georges Gomes, Danielle Elis Garcia Furuya, Wesley Nunes Gonçalves, Diego André Sant'Ana, Ana Paula Marques Ramos, Veraldo Liesenberg, Jefersson Alex dos Santos, Paulo Tarso Sanches de Oliveira, José Marcato Junior:
Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning. Remote. Sens. 13(16): 3054 (2021) - [j10]Paulo Eduardo Teodoro, Larissa Pereira Ribeiro Teodoro, Fábio Henrique Rojo Baio, Carlos Antonio da Silva Junior, Regimar Garcia dos Santos, Ana Paula Marques Ramos, Mayara Maezano Faita Pinheiro, Lucas Prado Osco, Wesley Nunes Gonçalves, Alexsandro Monteiro Carneiro, José Marcato Junior, Hemerson Pistori, Luciano Shozo Shiratsuchi:
Predicting Days to Maturity, Plant Height, and Grain Yield in Soybean: A Machine and Deep Learning Approach Using Multispectral Data. Remote. Sens. 13(22): 4632 (2021) - 2020
- [j9]Ana Paula Marques Ramos, Lucas Prado Osco, Danielle Elis Garcia Furuya, Wesley Nunes Gonçalves, Dthenifer Cordeiro Santana, Larissa Pereira Ribeiro Teodoro, Carlos Antonio da Silva Junior, Guilherme Fernando Capristo-Silva, Jonathan Li, Fábio Henrique Rojo Baio, José Marcato Junior, Paulo Eduardo Teodoro, Hemerson Pistori:
A random forest ranking approach to predict yield in maize with uav-based vegetation spectral indices. Comput. Electron. Agric. 178: 105791 (2020) - [j8]Lucas Prado Osco, Ana Paula Marques Ramos, Mayara Maezano Faita Pinheiro, Érika Akemi Saito Moriya, Nilton Nobuhiro Imai, Nayara V. Estrabis, Felipe Ianczyk, Fábio Fernando de Araújo, Veraldo Liesenberg, Lúcio André de Castro Jorge, Jonathan Li, Lingfei Ma, Wesley Nunes Gonçalves, José Marcato Junior, José Eduardo Creste:
A Machine Learning Framework to Predict Nutrient Content in Valencia-Orange Leaf Hyperspectral Measurements. Remote. Sens. 12(6): 906 (2020) - [j7]Lucas Prado Osco, José Marcato Junior, Ana Paula Marques Ramos, Danielle Elis Garcia Furuya, Dthenifer Cordeiro Santana, Larissa Pereira Ribeiro Teodoro, Wesley Nunes Gonçalves, Fábio Henrique Rojo Baio, Hemerson Pistori, Carlos Antonio da Silva Junior, Paulo Eduardo Teodoro:
Leaf Nitrogen Concentration and Plant Height Prediction for Maize Using UAV-Based Multispectral Imagery and Machine Learning Techniques. Remote. Sens. 12(19): 3237 (2020) - [j6]Danielle Elis Garcia Furuya, João Alex Floriano Aguiar, Nayara V. Estrabis, Mayara Maezano Faita Pinheiro, Michelle Taís Garcia Furuya, Danillo Roberto Pereira, Wesley Nunes Gonçalves, Veraldo Liesenberg, Jonathan Li, José Marcato Junior, Lucas Prado Osco, Ana Paula Marques Ramos:
A Machine Learning Approach for Mapping Forest Vegetation in Riparian Zones in an Atlantic Biome Environment Using Sentinel-2 Imagery. Remote. Sens. 12(24): 4086 (2020) - [j5]Anderson Aparecido dos Santos, José Marcato Junior, Jonathan de Andrade Silva, Rodrigo Pereira, Daniel Matos, Geazy Menezes, Leandro Higa, Anette Eltner, Ana Paula Marques Ramos, Lucas Prado Osco, Wesley Nunes Gonçalves:
Storm-Drain and Manhole Detection Using the RetinaNet Method. Sensors 20(16): 4450 (2020) - [j4]Matheus Gomes, Jonathan de Andrade Silva, Diogo Nunes Gonçalves, Pedro Zamboni, Jader Perez, Edson Antonio Batista, Ana Paula Marques Ramos, Lucas Prado Osco, Edson Takashi Matsubara, Jonathan Li, José Marcato Junior, Wesley Nunes Gonçalves:
Mapping Utility Poles in Aerial Orthoimages Using ATSS Deep Learning Method. Sensors 20(21): 6070 (2020) - 2019
- [j3]Lucas Prado Osco, Ana Paula Marques Ramos, Érika Akemi Saito Moriya, Maurício de Souza, José Marcato Junior, Edson Takashi Matsubara, Nilton Nobuhiro Imai, José Eduardo Creste:
Improvement of leaf nitrogen content inference in Valencia-orange trees applying spectral analysis algorithms in UAV mounted-sensor images. Int. J. Appl. Earth Obs. Geoinformation 83 (2019) - [j2]Lucas Prado Osco, Ana Paula Marques Ramos, Érika Akemi Saito Moriya, Lorrayne Guimarães Bavaresco, Bruna Coelho de Lima, Nayara V. Estrabis, Danillo Roberto Pereira, José Eduardo Creste, José Marcato Junior, Wesley Nunes Gonçalves, Nilton Nobuhiro Imai, Jonathan Li, Veraldo Liesenberg, Fábio Fernando de Araújo:
Modeling Hyperspectral Response of Water-Stress Induced Lettuce Plants Using Artificial Neural Networks. Remote. Sens. 11(23): 2797 (2019) - [j1]Lucas Prado Osco, Ana Paula Marques Ramos, Danillo Roberto Pereira, Érika Akemi Saito Moriya, Nilton Nobuhiro Imai, Edson Takashi Matsubara, Nayara V. Estrabis, Maurício de Souza, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li, Veraldo Liesenberg, José Eduardo Creste:
Predicting Canopy Nitrogen Content in Citrus-Trees Using Random Forest Algorithm Associated to Spectral Vegetation Indices from UAV-Imagery. Remote. Sens. 11(24): 2925 (2019)
Conference and Workshop Papers
- 2024
- [c2]Keiller Nogueira, Mayara Maezano Faita Pinheiro, Ana Paula Marques Ramos, Wesley Nunes Gonçalves, José Marcato Junior, Jefersson A. dos Santos:
Prototypical Contrastive Network for Imbalanced Aerial Image Segmentation. WACV 2024: 8351-8361 - 2021
- [c1]José Marcato Junior, Pedro Zamboni, Mariana Batista Campos, Ana Paula Marques Ramos, Lucas Prado Osco, Jonathan de Andrade Silva, Wesley Nunes Gonçalves, Jonathan Li:
Integration of Photogrammetry and Deep Learning in Earth Observation Applications. IGARSS 2021: 574-577
Informal and Other Publications
- 2023
- [i6]Lucas Prado Osco, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, José Marcato Junior:
The Potential of Visual ChatGPT For Remote Sensing. CoRR abs/2304.13009 (2023) - [i5]Lucas Prado Osco, Qiusheng Wu, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, Jonathan Li, José Marcato Junior:
The Segment Anything Model (SAM) for Remote Sensing Applications: From Zero to One Shot. CoRR abs/2306.16623 (2023) - 2021
- [i4]Lucas Prado Osco, José Marcato Junior, Ana Paula Marques Ramos, Lúcio André de Castro Jorge, Sarah Narges Fatholahi, Jonathan de Andrade Silva, Edson Takashi Matsubara, Hemerson Pistori, Wesley Nunes Gonçalves, Jonathan Li:
A Review on Deep Learning in UAV Remote Sensing. CoRR abs/2101.10861 (2021) - [i3]Diogo Nunes Gonçalves, Mauro dos Santos de Arruda, Hemerson Pistori, Vanessa Jordão Marcato Fernandes, Ana Paula Marques Ramos, Danielle Elis Garcia Furuya, Lucas Prado Osco, Hongjie He, Jonathan Li, José Marcato Junior, Wesley Nunes Gonçalves:
A Deep Learning Approach Based on Graphs to Detect Plantation Lines. CoRR abs/2102.03213 (2021) - [i2]Mauro dos Santos de Arruda, Lucas Prado Osco, Plabiany Rodrigo Acosta, Diogo Nunes Gonçalves, José Marcato Junior, Ana Paula Marques Ramos, Edson Takashi Matsubara, Zhipeng Luo, Jonathan Li, Jonathan de Andrade Silva, Wesley Nunes Gonçalves:
Counting and Locating High-Density Objects Using Convolutional Neural Network. CoRR abs/2102.04366 (2021) - 2020
- [i1]Lucas Prado Osco, Mauro dos Santos de Arruda, Diogo Nunes Gonçalves, Alexandre Dias, Juliana Batistoti, Maurício de Souza, Felipe David Georges Gomes, Ana Paula Marques Ramos, Lúcio André de Castro Jorge, Veraldo Liesenberg, Jonathan Li, Lingfei Ma, José Marcato Junior, Wesley Nunes Gonçalves:
A CNN Approach to Simultaneously Count Plants and Detect Plantation-Rows from UAV Imagery. CoRR abs/2012.15827 (2020)
Coauthor Index
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