José Marcato Junior

According to our database, José Marcato Junior authored at least 81 papers between 2013 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Crack-U²Net: Multiscale Feature Learning Network for Pavement Crack Detection From Large-Scale MLS Point Clouds.

Huifang Feng, Wen Li, Lingfei Ma, Yiping Chen, Haiyan Guan, Yongtao Yu, José Marcato Junior, Jonathan Li

IEEE Trans. Intell. Transp. Syst., November, 2024

A Seamless Deep Learning Approach for Apple Detection, Depth Estimation, and Tracking Using YOLO Models Enhanced by Multi-Head Attention Mechanism.

Praveen Kumar Sekharamantry, Farid Melgani, Jonni Malacarne, Riccardo Ricci, Rodrigo Silva, José Marcato Junior

Comput., March, 2024

NLP-Based Fusion Approach to Robust Image Captioning.

Riccardo Ricci, Farid Melgani, José Marcato Junior, Wesley Nunes Gonçalves

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024

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

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

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, José Marcato Junior

Int. J. Appl. Earth Obs. Geoinformation, November, 2023

Deep4Fusion: A Deep FORage Fusion framework for high-throughput phenotyping for green and dry matter yield traits.

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

Comput. Electron. Agric., August, 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., July, 2023

3D building model generation from MLS point cloud and 3D mesh using multi-source data fusion.

Weiquan Liu, Yu Zang, Zhangyue Xiong, Xuesheng Bian, Chenglu Wen, Xiaolei Lu, Cheng Wang, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li

Int. J. Appl. Earth Obs. Geoinformation, February, 2023

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, Fábio Roque, Leonardo de Faria Peres, Wesley Nunes Gonçalves, Renata Libonati

Int. J. Appl. Earth Obs. Geoinformation, February, 2023

Weakly Supervised Few-Shot Segmentation via Meta-Learning.

Pedro H. T. Gama, Hugo N. Oliveira, José Marcato Junior, Jefersson A. dos Santos

IEEE Trans. Multim., 2023

A Click-Based Interactive Segmentation Network for Point Clouds.

Wentao Sun, Zhipeng Luo, Yiping Chen, Huxiong Li, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li

IEEE Trans. Geosci. Remote. Sens., 2023

Robust Image Captioning with Post-Generation Ensemble Method.

Riccardo Ricci, Farid Melgani, José Marcato Junior, Wesley Nunes Gonçalves

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2023

MTLSegFormer: Multi-task Learning with Transformers for Semantic Segmentation in Precision Agriculture.

Diogo Nunes Gonçalves, José Marcato Jr., Pedro Zamboni, Hemerson Pistori, Jonathan Li, Keiller Nogueira, Wesley Nunes Gonçalves

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022

3D Vehicle Detection Using Multi-Level Fusion From Point Clouds and Images.

Kun Zhao, Lingfei Ma, Yu Meng, Li Liu, Junbo Wang, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li

IEEE Trans. Intell. Transp. Syst., 2022

Robust Lane Extraction From MLS Point Clouds Towards HD Maps Especially in Curve Road.

Chengming Ye, He Zhao, Lingfei Ma, Han Jiang, Hongfu Li, Ruisheng Wang, Michael A. Chapman, José Marcato Junior, Jonathan Li

IEEE Trans. Intell. Transp. Syst., 2022

BoundaryNet: Extraction and Completion of Road Boundaries With Deep Learning Using Mobile Laser Scanning Point Clouds and Satellite Imagery.

Lingfei Ma, Ying Li, Jonathan Li, José Marcato Junior, Wesley Nunes Gonçalves, Michael A. Chapman

IEEE Trans. Intell. Transp. Syst., 2022

Rapid Extraction of Urban Road Guardrails From Mobile LiDAR Point Clouds.

Jianlan Gao, Yiping Chen, José Marcato Junior, Cheng Wang, Jonathan Li

IEEE Trans. Intell. Transp. Syst., 2022

GCN-Based Pavement Crack Detection Using Mobile LiDAR Point Clouds.

Huifang Feng, Wen Li, Zhipeng Luo, Yiping Chen, Sarah Narges Fatholahi, Ming Cheng, Cheng Wang, José Marcato Junior, Jonathan Li

IEEE Trans. Intell. Transp. Syst., 2022

Intracity Temperature Estimation by Physics Informed Neural Network Using Modeled Forcing Meteorology and Multispectral Satellite Imagery.

Donghang Wu, Weiquan Liu, Bowen Fang, Linwei Chen, Yu Zang, Lei Zhao, Shenlong Wang, Cheng Wang, José Marcato Junior, Jonathan Li

IEEE Trans. Geosci. Remote. Sens., 2022

Deep Learning Regression Approaches Applied to Estimate Tillering in Tropical Forages Using Mobile Phone Images.

Luiz Santos, José Marcato Junior, Pedro Zamboni, Mateus Santos, Liana Jank, Edilene Campos, Edson Takashi Matsubara

Sensors, 2022

Active Fire Mapping on Brazilian Pantanal Based on Deep Learning and CBERS 04A Imagery.

Leandro Higa, José Marcato Junior, Thiago Rodrigues, Pedro Zamboni, Rodrigo Silva, Laisa Almeida, Veraldo Liesenberg, Fábio Roque, Renata Libonati, Wesley Nunes Gonçalves, Jonathan de Andrade Silva

Remote. Sens., 2022

A Supervoxel Approach to Road Boundary Enhancement From 3-D LiDAR Point Clouds.

Zhengchuan Sha, Yiping Chen, Yangbin Lin, Cheng Wang, José Marcato Junior, Jonathan Li

IEEE Geosci. Remote. Sens. Lett., 2022

Building Instance Extraction Method Based on Improved Hybrid Task Cascade.

Xiaoxue Liu, Yiping Chen, Mingqiang Wei, Cheng Wang, Wesley Nunes Gonçalves, José Marcato Junior, Jonathan Li

IEEE Geosci. Remote. Sens. Lett., 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, Jonathan de Andrade Silva, Wesley Nunes Gonçalves

Expert Syst. Appl., 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

Unsupervised domain adaptation using transformers for sugarcane rows and gaps detection.

Alessandro dos Santos Ferreira, José Marcato Junior, Hemerson Pistori, Farid Melgani, Wesley Nunes Gonçalves

Comput. Electron. Agric., 2022

Line-based deep learning method for tree branch detection from digital images.

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

Int. J. Appl. Earth Obs. Geoinformation, 2022

Road marking extraction in UAV imagery using attentive capsule feature pyramid network.

Haiyan Guan, Xiangda Lei, Yongtao Yu, Haohao Zhao, Daifeng Peng, José Marcato Junior, Jonathan Li

Int. J. Appl. Earth Obs. Geoinformation, 2022

Road extraction in remote sensing data: A survey.

Ziyi Chen, Liai Deng, Yuhua Luo, Dilong Li, José Marcato Junior, Wesley Nunes Gonçalves, Abdul Awal Md Nurunnabi, Jonathan Li, Cheng Wang, Deren Li

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, Amaury Antônio de Castro Junior, Wesley Nunes Gonçalves

Int. J. Appl. Earth Obs. Geoinformation, 2022

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, Lingfei Ma, Jonathan Li, Wesley Nunes Gonçalves

Int. J. Appl. Earth Obs. Geoinformation, 2022

2021

Capsule-Based Networks for Road Marking Extraction and Classification From Mobile LiDAR Point Clouds.

Lingfei Ma, Ying Li, Jonathan Li, Yongtao Yu, José Marcato Junior, Wesley Nunes Gonçalves, Michael A. Chapman

IEEE Trans. Intell. Transp. Syst., 2021

Identifying Building Rooftops in Hyperspectral Imagery Using CNN With Pure Pixel Index.

Yao Li, Chengming Ye, Yonggang Ge, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Single Satellite Imagery Superresolution Based on Hybrid Nonlocal Similarity Constrained Convolution Sparse Coding.

Nan Chen, Lichun Sui, Biao Zhang, Hongjie He, José Marcato Junior, Jonathan Li

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2021

Convolutional Neural Networks to Estimate Dry Matter Yield in a Guineagrass Breeding Program Using UAV Remote Sensing.

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

Sensors, 2021

Benchmarking Anchor-Based and Anchor-Free State-of-the-Art Deep Learning Methods for Individual Tree Detection in RGB High-Resolution Images.

Pedro Zamboni, José Marcato Junior, Jonathan de Andrade Silva, Gabriela Takahashi Miyoshi, Edson Takashi Matsubara, Keiller Nogueira, Wesley Nunes Gonçalves

Remote. Sens., 2021

A Building Roof Identification CNN Based on Interior-Edge-Adjacency Features Using Hyperspectral Imagery.

Chengming Ye, Hongfu Li, Chunming Li, Xin Liu, Yao Li, Jonathan Li, Wesley Nunes Gonçalves, José Marcato Junior

Remote. Sens., 2021

Deforestation Detection with Fully Convolutional Networks in the Amazon Forest from Landsat-8 and Sentinel-2 Images.

Daliana Lobo Torres, Javier Noa Turnes, Pedro Juan Soto Vega, Raul Queiroz Feitosa, Daniel E. Silva, José Marcato Junior, Cláudio Aparecido de Almeida

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, Luciano Shozo Shiratsuchi

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

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, Sílvio Luís Rafaeli Neto, José Marcato Junior, Wesley Nunes Gonçalves

Remote. Sens., 2021

Accurate Prediction of Earthquake-Induced Landslides Based on Deep Learning Considering Landslide Source Area.

Yao Li, Peng Cui, Chengming Ye, José Marcato Junior, Zhengtao Zhang, Jian Guo, Jonathan Li

Remote. Sens., 2021

Machine learning and SLIC for Tree Canopies segmentation in urban areas.

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

Ecol. Informatics, 2021

Semantic Segmentation with Labeling Uncertainty and Class Imbalance.

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

CoRR, 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, José Marcato Junior, Wesley Nunes Gonçalves

CoRR, 2021

Airborne multispectral LiDAR point cloud classification with a feature Reasoning-based graph convolution network.

Peiran Zhao, Haiyan Guan, Dilong Li, Yongtao Yu, Hanyun Wang, Kyle Gao, José Marcato Junior, Jonathan Li

Int. J. Appl. Earth Obs. Geoinformation, 2021

Average-DInSAR method for unstable escarpments detection induced by underground coal mining.

Xin Yao, Yiping Chen, Donglie Liu, Zhenkai Zhou, Veraldo Liesenberg, José Marcato Junior, Jonathan Li

Int. J. Appl. Earth Obs. Geoinformation, 2021

3D MSSD: A multilayer spatial structure 3D object detection network for mobile LiDAR point clouds.

Zongyue Wang, Qiming Xia, Jing Du, Shangfeng Huang, Jinhe Su, José Marcato Junior, Jonathan Li, Guorong Cai

Int. J. Appl. Earth Obs. Geoinformation, 2021

A hybrid deep convolutional neural network for accurate land cover classification.

Naftaly Wambugu, Yiping Chen, Zhenlong Xiao, Mingqiang Wei, Saifullahi Aminu Bello, José Marcato Junior, Jonathan Li

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

Int. J. Appl. Earth Obs. Geoinformation, 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, Lucas Prado Osco, Ana Paula Marques Ramos, Jonathan Li, Lúcio André de Castro Jorge

Int. J. Appl. Earth Obs. Geoinformation, 2021

Fusion of Hyperspectral-Multispectral images joining Spatial-Spectral Dual-Dictionary and structured sparse Low-rank representation.

Nan Chen, Lichun Sui, Biao Zhang, Hongjie He, Kyle Gao, Yandong Li, José Marcato Junior, Jonathan Li

Int. J. Appl. Earth Obs. Geoinformation, 2021

Assessment of CNN-Based Methods for Single Tree Detection on High-Resolution RGB Images in Urban Areas.

Pedro Alberto Pereira ZamboniThgeThe, José Marcato Junior, Gabriela Takahashi Miyoshi, Jonathan de Andrade Silva, José Augusto Correa Martins, Wesley Nunes Gonçalves

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Retinanet Deep Learning-Based Approach to Detect Termite Mounds in Eucalyptus Forests.

Juan Sales, José Marcato Junior, Henrique Lopes Siqueira, Maurício de Souza, Edson Takashi Matsubara, Wesley Nunes Gonçalves

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Segmentation of Tree Canopies in Urban Environments Using Dilated Convolutional Neural Network.

José Augusto Correa Martins, Keiller Nogueira, Pedro Zamboni, Paulo Tarso Sanches de Oliveira, Wesley Nunes Gonçalves, Jefersson A. dos Santos, José Marcato Junior

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

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

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Deep Learning and Google Earth Engine Applied to Mapping Eucalyptus.

João Otavio Nascimento Firigato, José Marcato Junior, Wesley Nunes Gonçalves, Vitor Matheus Bacani

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Evaluating Different Deep Learning Models for Automatic Water Segmentation.

Thales Shoiti Akiyama, José Marcato Junior, Wesley Nunes Gonçalves, Mário de Araújo Carvalho, Anette Eltner

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020

Characterization of MSS Channel Reflectance and Derived Spectral Indices for Building Consistent Landsat 1-5 Data Record.

Feng Chen, Qiancong Fan, Shenlong Lou, Limin Yang, Chenxing Wang, Martin Claverie, Cheng Wang, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li

IEEE Trans. Geosci. Remote. Sens., 2020

Applying Fully Convolutional Architectures for Semantic Segmentation of a Single Tree Species in Urban Environment on High Resolution UAV Optical Imagery.

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

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

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, José Marcato Junior, Wesley Nunes Gonçalves

Sensors, 2020

Deep Learning Applied to Phenotyping of Biomass in Forages with UAV-Based RGB Imagery.

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

Sensors, 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, Lingfei Ma, Wesley Nunes Gonçalves, José Marcato Junior, José Eduardo Creste

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 Novel Deep Learning Method to Identify Single Tree Species in UAV-Based Hyperspectral Images.

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

Remote. Sens., 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, José Marcato Junior, Lucas Prado Osco, Ana Paula Marques Ramos

Remote. Sens., 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, Lingfei Ma, José Marcato Junior, Wesley Nunes Gonçalves

CoRR, 2020

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, Fábio Henrique Rojo Baio, José Marcato Junior, Paulo Eduardo Teodoro, Hemerson Pistori

Comput. Electron. Agric., 2020

2019

Landslide Detection of Hyperspectral Remote Sensing Data Based on Deep Learning With Constrains.

Chengming Ye, Yao Li, Peng Cui, Li Liang, Saied Pirasteh, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2019

Assessment of CNN-Based Methods for Individual Tree Detection on Images Captured by RGB Cameras Attached to UAVs.

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

Sensors, 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, Veraldo Liesenberg, José Eduardo Creste

Remote. Sens., 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, Veraldo Liesenberg, Fábio Fernando de Araújo

Remote. Sens., 2019

Estimating Pasture Biomass and Canopy Height in Brazilian Savanna Using UAV Photogrammetry.

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

Remote. Sens., 2019

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

The Impact of Ground Control Point Quantity on Area and Volume Measurements with UAV SFM Photogrammetry Applied in Open Pit Mines.

Henrique Lopes Siqueira, José Marcato Junior, Edson Takashi Matsubara, Anette Eltner, Reinaldo Almeida Colares, Fabio Martins Santos

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Image Segmentation and Classification with SLIC Superpixel and Convolutional Neural Network in Forest Context.

José Augusto Correa Martins, José Marcato Junior, Geazy Menezes, Hemerson Pistori, Diego Sant'Ana, Wesley Nunes Gonçalves

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Machine Learning Applied to Uav Imagery in Precision Agriculture and Forest Monitoring in Brazililian Savanah.

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

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Asphalt Pothole Detection in UAV Images Using Convolutional Neural Networks.

Yuri V. Furusho Becker, Henrique Lopes Siqueira, Edson Takashi Matsubara, Wesley Nunes Gonçalves, José Marcato Junior

Proceedings of the 2019 IEEE International Geoscience and Remote Sensing Symposium, 2019

Counting Cars from Aerial Videos Using Deep Learning.

Caio H. S. Polidoro, Wellington V. M. de Castro, José Marcato Junior, Geison Salgado Filho, Edson Takashi Matsubara

Proceedings of the Progress in Artificial Intelligence, 2019

2013

Generating Virtual Images from Oblique Frames.

Antonio M. G. Tommaselli, Mauricio Galo, Marcus V. A. de Moraes, José Marcato Jr., Carlos R. T. Caldeira, Rodrigo F. Lopes

Remote. Sens., 2013