Improvement of leaf nitrogen content inference in Valencia-orange trees applying spectral analysis algorithms in UAV mounted-sensor images. - 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 (Int. J. Appl. Earth Obs. Geoinformation, 2019)

Modeling Hyperspectral Response of Water-Stress Induced Lettuce Plants Using Artificial Neural Networks. - 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 001; et al. (Remote. Sens., 2019)

Predicting Canopy Nitrogen Content in Citrus-Trees Using Random Forest Algorithm Associated to Spectral Vegetation Indices from UAV-Imagery. - 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 001; Veraldo Liesenberg; et al. (Remote. Sens., 2019)

A random forest ranking approach to predict yield in maize with uav-based vegetation spectral indices. - 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 001; Fábio Henrique Rojo Baio; José Marcato Junior; Paulo Eduardo Teodoro; et al. (Comput. Electron. Agric., 2020)

A CNN Approach to Simultaneously Count Plants and Detect Plantation-Rows from UAV Imagery. - 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 001; Lingfei Ma; et al. (CoRR, 2020)

A Machine Learning Approach for Mapping Forest Vegetation in Riparian Zones in an Atlantic Biome Environment Using Sentinel-2 Imagery. - 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 001; José Marcato Junior; Lucas Prado Osco; Ana Paula Marques Ramos (Remote. Sens., 2020)

Leaf Nitrogen Concentration and Plant Height Prediction for Maize Using UAV-Based Multispectral Imagery and Machine Learning Techniques. - 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 (Remote. Sens., 2020)

A Machine Learning Framework to Predict Nutrient Content in Valencia-Orange Leaf Hyperspectral Measurements. - 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 001; Lingfei Ma; et al. (Remote. Sens., 2020)

Mapping Utility Poles in Aerial Orthoimages Using ATSS Deep Learning Method. - 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 001; José Marcato Junior; Wesley Nunes Gonçalves (Sensors, 2020)

Storm-Drain and Manhole Detection Using the RetinaNet Method. - 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 (Sensors, 2020)

Integration of Photogrammetry and Deep Learning in Earth Observation Applications. - José Marcato Junior; Pedro Zamboni; Mariana Batista Campos; Ana Paula Marques Ramos; Lucas Prado Osco; Jonathan de Andrade Silva; Wesley Nunes Gonçalves; Jonathan Li 001 (IGARSS, 2021)

Prediction of insect-herbivory-damage and insect-type attack in maize plants using hyperspectral data. - 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; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2021)

A review on deep learning in UAV remote sensing. - 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 001 (Int. J. Appl. Earth Obs. Geoinformation, 2021)

Detecting coffee leaf rust with UAV-based vegetation indices and decision tree machine learning models. - 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 (Comput. Electron. Agric., 2021)

A Deep Learning Approach Based on Graphs to Detect Plantation Lines. - 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 001; José Marcato Junior; Wesley Nunes Gonçalves (CoRR, 2021)

ATSS Deep Learning-Based Approach to Detect Apple Fruits. - 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; et al. (Remote. Sens., 2021)

Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning. - 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 (Remote. Sens., 2021)

Predicting Days to Maturity, Plant Height, and Grain Yield in Soybean: A Machine and Deep Learning Approach Using Multispectral Data. - 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; et al. (Remote. Sens., 2021)

Semantic segmentation with labeling uncertainty and class imbalance applied to vegetation mapping. - 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; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2022)

A deep learning-based mobile application for tree species mapping in RGB images. - 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 001; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2022)

Automatic segmentation of cattle rib-eye area in ultrasound images using the UNet++ deep neural network. - 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 (Comput. Electron. Agric., 2022)

Counting and locating high-density objects using convolutional neural network. - 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 001; Jonathan de Andrade Silva; Wesley Nunes Gonçalves (Expert Syst. Appl., 2022)

Transformers for mapping burned areas in Brazilian Pantanal and Amazon with PlanetScope imagery. - 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 001; et al. (Int. J. Appl. Earth Obs. Geoinformation, 2023)

The Potential of Visual ChatGPT for Remote Sensing. - Lucas Prado Osco; Eduardo Lopes de Lemos; Wesley Nunes Gonçalves; Ana Paula Marques Ramos; José Marcato Junior (Remote. Sens., 2023)

The Segment Anything Model (SAM) for remote sensing applications: From zero to one shot. - Lucas Prado Osco; Qiusheng Wu; Eduardo Lopes de Lemos; Wesley Nunes Gonçalves; Ana Paula Marques Ramos; Jonathan Li 001; José Marcato Junior (Int. J. Appl. Earth Obs. Geoinformation, 2023)

Prototypical Contrastive Network for Imbalanced Aerial Image Segmentation. - Keiller Nogueira; Mayara Maezano Faita Pinheiro; Ana Paula Marques Ramos; Wesley Nunes Gonçalves; José Marcato Junior; Jefersson A. dos Santos (WACV, 2024)

Water Resources Monitoring in a Remote Region: Earth Observation-Based Study of Endorheic Lakes. - 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 (Remote. Sens., 2024)

Data Augmentation and Resolution Enhancement using GANs and Diffusion Models for Tree Segmentation. - Alessandro dos Santos Ferreira; Ana Paula Marques Ramos; José Marcato Junior; Wesley Nunes Gonçalves (CoRR, 2025)