José Marcato Junior

87 papers A 1C 11Journal 74Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
Castor Beans Identification in Sugarcane Plantations Using Active Learning.
RITA
Juan Carlos Conceiçao de Lima Sales, Mário de Araújo Carvalho, José Marcato Junior, Wesley Nunes Gonçalves
2025 J jnl
Data Augmentation and Resolution Enhancement using GANs and Diffusion Models for Tree Segmentation.
CoRR
Alessandro dos Santos Ferreira, Ana Paula Marques Ramos, José Marcato Junior, Wesley Nunes Gonçalves
2024 J jnl
A Seamless Deep Learning Approach for Apple Detection, Depth Estimation, and Tracking Using YOLO Models Enhanced by Multi-Head Attention Mechanism.
Comput.
Praveen Kumar Sekharamantry, Farid Melgani, Jonni Malacarne, Riccardo Ricci, Rodrigo Silva, José Marcato Junior
2024 J jnl
Crack-U
IEEE Trans. Intell. Transp. Syst.
Huifang Feng, Wen Li, Lingfei Ma, Yiping Chen, Haiyan Guan, Yongtao Yu, José Marcato Junior, Jonathan Li
2024 J jnl
NLP-Based Fusion Approach to Robust Image Captioning.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Riccardo Ricci, Farid Melgani, José Marcato Junior, Wesley Nunes Gonçalves
2024 A conf
Prototypical Contrastive Network for Imbalanced Aerial Image Segmentation.
WACV
Keiller Nogueira, Mayara Maezano Faita Pinheiro, Ana Paula Marques Ramos, Wesley Nunes Gonçalves, José Marcato Junior, Jefersson A. dos Santos
2023 J jnl
3D building model generation from MLS point cloud and 3D mesh using multi-source data fusion.
Int. J. Appl. Earth Obs. Geoinformation
Weiquan Liu, Yu Zang, Zhangyue Xiong, Xuesheng Bian, Chenglu Wen, Xiaolei Lu, Cheng Wang, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li
2023 J jnl
A Click-Based Interactive Segmentation Network for Point Clouds.
IEEE Trans. Geosci. Remote. Sens.
Wentao Sun, Zhipeng Luo, Yiping Chen, Huxiong Li, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li
2023 J jnl
Deep4Fusion: A Deep FORage Fusion framework for high-throughput phenotyping for green and dry matter yield traits.
Comput. Electron. Agric.
Lucas de Souza Rodrigues, Edmar Caixeta Filho, Kenzo Miranda Sakiyama, Mateus Figueiredo Santos, Liana Jank, Camilo Carromeu, Eloise Silveira, Edson Takashi Matsubara, José Marcato Junior, Wesley Nunes Gonçalves
2023 J jnl
MTLSegFormer: Multi-task Learning with Transformers for Semantic Segmentation in Precision Agriculture.
CoRR
Diogo Nunes Gonçalves, José Marcato Junior, Pedro Zamboni, Hemerson Pistori, Jonathan Li, Keiller Nogueira, Wesley Nunes Gonçalves
2023 C conf
Robust Image Captioning with Post-Generation Ensemble Method.
IGARSS
Riccardo Ricci, Farid Melgani, José Marcato Junior, Wesley Nunes Gonçalves
2023 J jnl
The Potential of Visual ChatGPT For Remote Sensing.
CoRR
Lucas Prado Osco, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, José Marcato Junior
2023 J jnl
The Potential of Visual ChatGPT for Remote Sensing.
Remote. Sens.
Lucas Prado Osco, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, José Marcato Junior
2023 J jnl
The Segment Anything Model (SAM) for Remote Sensing Applications: From Zero to One Shot.
CoRR
Lucas Prado Osco, Qiusheng Wu, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, Jonathan Li, José Marcato Junior
2023 J jnl
The Segment Anything Model (SAM) for remote sensing applications: From zero to one shot.
Int. J. Appl. Earth Obs. Geoinformation
Lucas Prado Osco, Qiusheng Wu, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, Jonathan Li, José Marcato Junior
2023 J jnl
Transformers for mapping burned areas in Brazilian Pantanal and Amazon with PlanetScope imagery.
Int. J. Appl. Earth Obs. Geoinformation
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
2023 J jnl
Weakly Supervised Few-Shot Segmentation via Meta-Learning.
IEEE Trans. Multim.
Pedro H. T. Gama, Hugo N. Oliveira, José Marcato Junior, Jefersson A. dos Santos
2022 J jnl
3D Vehicle Detection Using Multi-Level Fusion From Point Clouds and Images.
IEEE Trans. Intell. Transp. Syst.
Kun Zhao, Lingfei Ma, Yu Meng, Li Liu, Junbo Wang, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li
2022 J jnl
A Supervoxel Approach to Road Boundary Enhancement From 3-D LiDAR Point Clouds.
IEEE Geosci. Remote. Sens. Lett.
Zhengchuan Sha, Yiping Chen, Yangbin Lin, Cheng Wang, José Marcato Junior, Jonathan Li
2022 J jnl
A deep learning-based mobile application for tree species mapping in RGB images.
Int. J. Appl. Earth Obs. Geoinformation
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
2022 J jnl
Active Fire Mapping on Brazilian Pantanal Based on Deep Learning and CBERS 04A Imagery.
Remote. Sens.
Leandro Higa, José Marcato Junior, Thiago R. Rodrigues, Pedro Zamboni, Rodrigo Silva, Laisa Almeida, Veraldo Liesenberg, Fábio Roque, Renata Libonati, Wesley Nunes Gonçalves, Jonathan de Andrade Silva
2022 J jnl
Automatic segmentation of cattle rib-eye area in ultrasound images using the UNet++ deep neural network.
Comput. Electron. Agric.
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
2022 J jnl
BoundaryNet: Extraction and Completion of Road Boundaries With Deep Learning Using Mobile Laser Scanning Point Clouds and Satellite Imagery.
IEEE Trans. Intell. Transp. Syst.
Lingfei Ma, Ying Li, Jonathan Li, José Marcato Junior, Wesley Nunes Gonçalves, Michael A. Chapman
2022 J jnl
Building Instance Extraction Method Based on Improved Hybrid Task Cascade.
IEEE Geosci. Remote. Sens. Lett.
Xiaoxue Liu, Yiping Chen, Mingqiang Wei, Cheng Wang, Wesley Nunes Gonçalves, José Marcato Junior, Jonathan Li
2022 J jnl
Counting and locating high-density objects using convolutional neural network.
Expert Syst. Appl.
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
2022 J jnl
Deep Learning Regression Approaches Applied to Estimate Tillering in Tropical Forages Using Mobile Phone Images.
Sensors
Luiz Santos, José Marcato Junior, Pedro Zamboni, Mateus Santos, Liana Jank, Edilene Campos, Edson Takashi Matsubara
2022 J jnl
GCN-Based Pavement Crack Detection Using Mobile LiDAR Point Clouds.
IEEE Trans. Intell. Transp. Syst.
Huifang Feng, Wen Li, Zhipeng Luo, Yiping Chen, Sarah Narges Fatholahi, Ming Cheng, Cheng Wang, José Marcato Junior, Jonathan Li
2022 J jnl
Intracity Temperature Estimation by Physics Informed Neural Network Using Modeled Forcing Meteorology and Multispectral Satellite Imagery.
IEEE Trans. Geosci. Remote. Sens.
Donghang Wu, Weiquan Liu, Bowen Fang, Linwei Chen, Yu Zang, Lei Zhao, Shenlong Wang, Cheng Wang, José Marcato Junior, Jonathan Li
2022 J jnl
Line-based deep learning method for tree branch detection from digital images.
Int. J. Appl. Earth Obs. Geoinformation
Rodrigo Silva, José Marcato Junior, Laisa Almeida, Diogo Nunes Gonçalves, Pedro Zamboni, Vanessa Fernandes, Jonathan de Andrade Silva, Edson Takashi Matsubara, Edson Antonio Batista, Lingfei Ma, Jonathan Li, Wesley Nunes Gonçalves
2022 J jnl
Rapid Extraction of Urban Road Guardrails From Mobile LiDAR Point Clouds.
IEEE Trans. Intell. Transp. Syst.
Jianlan Gao, Yiping Chen, José Marcato Junior, Cheng Wang, Jonathan Li
2022 J jnl
Road extraction in remote sensing data: A survey.
Int. J. Appl. Earth Obs. Geoinformation
Ziyi Chen, Liai Deng, Yuhua Luo, Dilong Li, José Marcato Junior, Wesley Nunes Gonçalves, Abdul Awal Md Nurunnabi, Jonathan Li, Cheng Wang, Deren Li
2022 J jnl
Road marking extraction in UAV imagery using attentive capsule feature pyramid network.
Int. J. Appl. Earth Obs. Geoinformation
Haiyan Guan, Xiangda Lei, Yongtao Yu, Haohao Zhao, Daifeng Peng, José Marcato Junior, Jonathan Li
2022 J jnl
Robust Lane Extraction From MLS Point Clouds Towards HD Maps Especially in Curve Road.
IEEE Trans. Intell. Transp. Syst.
Chengming Ye, He Zhao, Lingfei Ma, Han Jiang, Hongfu Li, Ruisheng Wang, Michael A. Chapman, José Marcato Junior, Jonathan Li
2022 J jnl
Semantic segmentation with labeling uncertainty and class imbalance applied to vegetation mapping.
Int. J. Appl. Earth Obs. Geoinformation
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
2022 J jnl
Unsupervised domain adaptation using transformers for sugarcane rows and gaps detection.
Comput. Electron. Agric.
Alessandro dos Santos Ferreira, José Marcato Junior, Hemerson Pistori, Farid Melgani, Wesley Nunes Gonçalves
2021 J jnl
3D MSSD: A multilayer spatial structure 3D object detection network for mobile LiDAR point clouds.
Int. J. Appl. Earth Obs. Geoinformation
Zongyue Wang, Qiming Xia, Jing Du, Shangfeng Huang, Jinhe Su, José Marcato Junior, Jonathan Li, Guorong Cai
2021 J jnl
A Building Roof Identification CNN Based on Interior-Edge-Adjacency Features Using Hyperspectral Imagery.
Remote. Sens.
Chengming Ye, Hongfu Li, Chunming Li, Xin Liu, Yao Li, Jonathan Li, Wesley Nunes Gonçalves, José Marcato Junior
2021 J jnl
A Deep Learning Approach Based on Graphs to Detect Plantation Lines.
CoRR
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
2021 J jnl
A Review on Deep Learning in UAV Remote Sensing.
CoRR
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
2021 J jnl
A hybrid deep convolutional neural network for accurate land cover classification.
Int. J. Appl. Earth Obs. Geoinformation
Naftaly Wambugu, Yiping Chen, Zhenlong Xiao, Mingqiang Wei, Saifullahi Aminu Bello, José Marcato Junior, Jonathan Li
2021 J jnl
A review on deep learning in UAV remote sensing.
Int. J. Appl. Earth Obs. Geoinformation
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
2021 J jnl
ATSS Deep Learning-Based Approach to Detect Apple Fruits.
Remote. Sens.
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
2021 J jnl
Accurate Prediction of Earthquake-Induced Landslides Based on Deep Learning Considering Landslide Source Area.
Remote. Sens.
Yao Li, Peng Cui, Chengming Ye, José Marcato Junior, Zhengtao Zhang, Jian Guo, Jonathan Li
2021 J jnl
Airborne multispectral LiDAR point cloud classification with a feature Reasoning-based graph convolution network.
Int. J. Appl. Earth Obs. Geoinformation
Peiran Zhao, Haiyan Guan, Dilong Li, Yongtao Yu, Hanyun Wang, Kyle Gao, José Marcato Junior, Jonathan Li
2021 C conf
Assessment of CNN-Based Methods for Single Tree Detection on High-Resolution RGB Images in Urban Areas.
IGARSS
Pedro Alberto Pereira ZamboniThgeThe, José Marcato Junior, Gabriela Takahashi Miyoshi, Jonathan de Andrade Silva, José Augusto Correa Martins, Wesley Nunes Gonçalves
2021 J jnl
Average-DInSAR method for unstable escarpments detection induced by underground coal mining.
Int. J. Appl. Earth Obs. Geoinformation
Xin Yao, Yiping Chen, Donglie Liu, Zhenkai Zhou, Veraldo Liesenberg, José Marcato Junior, Jonathan Li
2021 J jnl
Benchmarking Anchor-Based and Anchor-Free State-of-the-Art Deep Learning Methods for Individual Tree Detection in RGB High-Resolution Images.
Remote. Sens.
Pedro Zamboni, José Marcato Junior, Jonathan de Andrade Silva, Gabriela Takahashi Miyoshi, Edson Takashi Matsubara, Keiller Nogueira, Wesley Nunes Gonçalves
2021 J jnl
Capsule-Based Networks for Road Marking Extraction and Classification From Mobile LiDAR Point Clouds.
IEEE Trans. Intell. Transp. Syst.
Lingfei Ma, Ying Li, Jonathan Li, Yongtao Yu, José Marcato Junior, Wesley Nunes Gonçalves, Michael A. Chapman
2021 J jnl
Convolutional Neural Networks to Estimate Dry Matter Yield in a Guineagrass Breeding Program Using UAV Remote Sensing.
Sensors
Gabriel Silva de Oliveira, José Marcato Junior, Caio H. S. Polidoro, Lucas Prado Osco, Henrique Lopes Siqueira, Lucas de Souza Rodrigues, Liana Jank, Sanzio Barrios, Cacilda Valle, Rosangela Simeão, Camilo Carromeu, Eloise Silveira, Lúcio André de Castro Jorge, Wesley Nunes Gonçalves, Mateus Santos, Edson Takashi Matsubara
2021 J jnl
Counting and Locating High-Density Objects Using Convolutional Neural Network.
CoRR
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
2021 C conf
Deep Learning and Google Earth Engine Applied to Mapping Eucalyptus.
IGARSS
João Otavio Nascimento Firigato, José Marcato Junior, Wesley Nunes Gonçalves, Vitor Matheus Bacani
2021 J jnl
Deforestation Detection with Fully Convolutional Networks in the Amazon Forest from Landsat-8 and Sentinel-2 Images.
Remote. Sens.
Daliana Lobo Torres, Javier Noa Turnes, Pedro Juan Soto Vega, Raul Queiroz Feitosa, Daniel E. Silva, José Marcato Junior, Cláudio Aparecido de Almeida
2021 C conf
Evaluating Different Deep Learning Models for Automatic Water Segmentation.
IGARSS
Thales Shoiti Akiyama, José Marcato Junior, Wesley Nunes Gonçalves, Mário de Araújo Carvalho, Anette Eltner
2021 J jnl
Fusion of Hyperspectral-Multispectral images joining Spatial-Spectral Dual-Dictionary and structured sparse Low-rank representation.
Int. J. Appl. Earth Obs. Geoinformation
Nan Chen, Lichun Sui, Biao Zhang, Hongjie He, Kyle Gao, Yandong Li, José Marcato Junior, Jonathan Li
2021 J jnl
Identifying Building Rooftops in Hyperspectral Imagery Using CNN With Pure Pixel Index.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Yao Li, Chengming Ye, Yonggang Ge, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li
2021 C conf
Integration of Photogrammetry and Deep Learning in Earth Observation Applications.
IGARSS
José Marcato Junior, Pedro Zamboni, Mariana Batista Campos, Ana Paula Marques Ramos, Lucas Prado Osco, Jonathan de Andrade Silva, Wesley Nunes Gonçalves, Jonathan Li
2021 J jnl
Machine learning and SLIC for Tree Canopies segmentation in urban areas.
Ecol. Informatics
José Augusto Correa Martins, Geazy Menezes, Wesley Nunes Gonçalves, Diego André Sant'Ana, Lucas Prado Osco, Veraldo Liesenberg, Jonathan Li, Lingfei Ma, Paulo Tarso Sanches de Oliveira, Gilberto Astolfi, Hemerson Pistori, José Marcato Junior
2021 J jnl
Predicting Days to Maturity, Plant Height, and Grain Yield in Soybean: A Machine and Deep Learning Approach Using Multispectral Data.
Remote. Sens.
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
2021 J jnl
Prediction of insect-herbivory-damage and insect-type attack in maize plants using hyperspectral data.
Int. J. Appl. Earth Obs. Geoinformation
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
2021 C conf
Retinanet Deep Learning-Based Approach to Detect Termite Mounds in Eucalyptus Forests.
IGARSS
Juan Sales, José Marcato Junior, Henrique Lopes Siqueira, Maurício de Souza, Edson Takashi Matsubara, Wesley Nunes Gonçalves
2021 C conf
Segmentation of Tree Canopies in Urban Environments Using Dilated Convolutional Neural Network.
IGARSS
José Augusto Correa Martins, Keiller Nogueira, Pedro Zamboni, Paulo Tarso Sanches de Oliveira, Wesley Nunes Gonçalves, Jefersson A. dos Santos, José Marcato Junior
2021 J jnl
Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep Learning.
Remote. Sens.
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
2021 J jnl
Semantic Segmentation with Labeling Uncertainty and Class Imbalance.
CoRR
Patrik Olã Bressan, José Marcato Junior, José Augusto Correa Martins, Diogo Nunes Gonçalves, Daniel Matte Freitas, Lucas Prado Osco, Jonathan de Andrade Silva, Zhipeng Luo, Jonathan Li, Raymundo Cordero Garcia, Wesley Nunes Gonçalves
2021 J jnl
Single Satellite Imagery Superresolution Based on Hybrid Nonlocal Similarity Constrained Convolution Sparse Coding.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Nan Chen, Lichun Sui, Biao Zhang, Hongjie He, José Marcato Junior, Jonathan Li
2021 J jnl
Weakly Supervised Few-Shot Segmentation Via Meta-Learning.
CoRR
Pedro H. T. Gama, Hugo N. Oliveira, José Marcato Junior, Jefersson A. dos Santos
2020 J jnl
A CNN Approach to Simultaneously Count Plants and Detect Plantation-Rows from UAV Imagery.
CoRR
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
2020 J jnl
A Machine Learning Approach for Mapping Forest Vegetation in Riparian Zones in an Atlantic Biome Environment Using Sentinel-2 Imagery.
Remote. Sens.
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
2020 J jnl
A Machine Learning Framework to Predict Nutrient Content in Valencia-Orange Leaf Hyperspectral Measurements.
Remote. Sens.
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
2020 J jnl
A Novel Deep Learning Method to Identify Single Tree Species in UAV-Based Hyperspectral Images.
Remote. Sens.
Gabriela Takahashi Miyoshi, Mauro dos Santos de Arruda, Lucas Prado Osco, José Marcato Junior, Diogo Nunes Gonçalves, Nilton Nobuhiro Imai, Antonio Maria Garcia Tommaselli, Eija Honkavaara, Wesley Nunes Gonçalves
2020 J jnl
A random forest ranking approach to predict yield in maize with uav-based vegetation spectral indices.
Comput. Electron. Agric.
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
2020 J jnl
Applying Fully Convolutional Architectures for Semantic Segmentation of a Single Tree Species in Urban Environment on High Resolution UAV Optical Imagery.
Sensors
Daliana Lobo Torres, Raul Queiroz Feitosa, Patrick Nigri Happ, Laura Elena Cue La Rosa, José Marcato Junior, José Augusto Correa Martins, Patrik Olã Bressan, Wesley Nunes Gonçalves, Veraldo Liesenberg
2020 J jnl
Characterization of MSS Channel Reflectance and Derived Spectral Indices for Building Consistent Landsat 1-5 Data Record.
IEEE Trans. Geosci. Remote. Sens.
Feng Chen, Qiancong Fan, Shenlong Lou, Limin Yang, Chenxing Wang, Martin Claverie, Cheng Wang, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li
2020 J jnl
Deep Learning Applied to Phenotyping of Biomass in Forages with UAV-Based RGB Imagery.
Sensors
Wellington V. M. de Castro, José Marcato Junior, Caio H. S. Polidoro, Lucas Prado Osco, Wesley Nunes Gonçalves, Lucas de Souza Rodrigues, Mateus Santos, Liana Jank, Sanzio Barrios, Cacilda Valle, Rosangela Simeão, Camilo Carromeu, Eloise Silveira, Lúcio André de Castro Jorge, Edson Takashi Matsubara
2020 J jnl
Leaf Nitrogen Concentration and Plant Height Prediction for Maize Using UAV-Based Multispectral Imagery and Machine Learning Techniques.
Remote. Sens.
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
2020 J jnl
Mapping Utility Poles in Aerial Orthoimages Using ATSS Deep Learning Method.
Sensors
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
2020 J jnl
Storm-Drain and Manhole Detection Using the RetinaNet Method.
Sensors
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
2019 C conf
Asphalt Pothole Detection in UAV Images Using Convolutional Neural Networks.
IGARSS
Yuri V. Furusho Becker, Henrique Lopes Siqueira, Edson Takashi Matsubara, Wesley Nunes Gonçalves, José Marcato Junior
2019 J jnl
Assessment of CNN-Based Methods for Individual Tree Detection on Images Captured by RGB Cameras Attached to UAVs.
Sensors
Anderson Aparecido dos Santos, José Marcato Junior, Márcio Santos Araújo, David Robledo Di Martini, Everton Castelao Tetila, Henrique Lopes Siqueira, Camila Aoki, Anette Eltner, Edson Takashi Matsubara, Hemerson Pistori, Raul Queiroz Feitosa, Veraldo Liesenberg, Wesley Nunes Gonçalves
2019 — conf
Counting Cars from Aerial Videos Using Deep Learning.
EPIA (1)
Caio H. S. Polidoro, Wellington V. M. de Castro, José Marcato Junior, Geison Salgado Filho, Edson Takashi Matsubara
2019 J jnl
Estimating Pasture Biomass and Canopy Height in Brazilian Savanna Using UAV Photogrammetry.
Remote. Sens.
Juliana Batistoti, José Marcato Junior, Luís Ítavo, Edson Takashi Matsubara, Eva Gomes, Bianca Oliveira, Maurício de Souza, Henrique Lopes Siqueira, Geison Salgado Filho, Thales Akiyama, Wesley Nunes Gonçalves, Veraldo Liesenberg, Jonathan Li, Alexandre Dias
2019 C conf
Image Segmentation and Classification with SLIC Superpixel and Convolutional Neural Network in Forest Context.
IGARSS
José Augusto Correa Martins, José Marcato Junior, Geazy Menezes, Hemerson Pistori, Diego Sant'Ana, Wesley Nunes Gonçalves
2019 J jnl
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
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
2019 J jnl
Landslide Detection of Hyperspectral Remote Sensing Data Based on Deep Learning With Constrains.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Chengming Ye, Yao Li, Peng Cui, Li Liang, Saied Pirasteh, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li
2019 C conf
Machine Learning Applied to Uav Imagery in Precision Agriculture and Forest Monitoring in Brazililian Savanah.
IGARSS
David Robledo Di Martini, Veraldo Liesenberg, Everton Castelão Tetila, José Marcato Junior, Edson Takashi Matsubara, Henrique Lopes Siqueira, Amaury Antônio de Castro Junior, Márcio Santos Araújo, Carlos Henrique Monteiro, Hemerson Pistori
2019 J jnl
Modeling Hyperspectral Response of Water-Stress Induced Lettuce Plants Using Artificial Neural Networks.
Remote. Sens.
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
2019 J jnl
Predicting Canopy Nitrogen Content in Citrus-Trees Using Random Forest Algorithm Associated to Spectral Vegetation Indices from UAV-Imagery.
Remote. Sens.
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
2019 C conf
The Impact of Ground Control Point Quantity on Area and Volume Measurements with UAV SFM Photogrammetry Applied in Open Pit Mines.
IGARSS
Henrique Lopes Siqueira, José Marcato Junior, Edson Takashi Matsubara, Anette Eltner, Reinaldo Almeida Colares, Fabio Martins Santos