José Marcato Junior - researchr alias

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2024

Prototypical Contrastive Network for Imbalanced Aerial Image SegmentationKeiller Nogueira, Mayara Maezano Faita Pinheiro, Ana Paula Marques Ramos, Wesley Nunes Gonçalves, José Marcato Junior, Jefersson A. dos Santos. wacv 2024: 8351-8361 [doi]

A Seamless Deep Learning Approach for Apple Detection, Depth Estimation, and Tracking Using YOLO Models Enhanced by Multi-Head Attention MechanismPraveen Kumar Sekharamantry, Farid Melgani, Jonni Malacarne, Riccardo Ricci, Rodrigo Silva, José Marcato Junior. computers, 13(3):83, March 2024. [doi]

2023

Deep4Fusion: A Deep FORage Fusion framework for high-throughput phenotyping for green and dry matter yield traitsLucas 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. cea, 211:107957, August 2023. [doi]

Weakly Supervised Few-Shot Segmentation via Meta-LearningPedro H. T. Gama, Hugo N. Oliveira 0001, José Marcato Junior, Jefersson A. dos Santos. tmm, 25:1784-1797, 2023. [doi]

Transformers for mapping burned areas in Brazilian Pantanal and Amazon with PlanetScope imageryDiogo 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 0001, Fábio Roque, Leonardo de Faria Peres, Wesley Nunes Gonçalves, Renata Libonati. aeog, 116:103151, February 2023. [doi]

3D building model generation from MLS point cloud and 3D mesh using multi-source data fusionWeiquan Liu, Yu Zang, Zhangyue Xiong, Xuesheng Bian, Chenglu Wen, Xiaolei Lu, Cheng Wang 0003, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li 0001. aeog, 116:103171, February 2023. [doi]

The Potential of Visual ChatGPT for Remote SensingLucas Prado Osco, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, José Marcato Junior. remotesensing, 15(13):3232, July 2023. [doi]

The Segment Anything Model (SAM) for remote sensing applications: From zero to one shotLucas Prado Osco, Qiusheng Wu, Eduardo Lopes de Lemos, Wesley Nunes Gonçalves, Ana Paula Marques Ramos, Jonathan Li 0001, José Marcato Junior. aeog, 124:103540, November 2023. [doi]

Robust Image Captioning with Post-Generation Ensemble MethodRiccardo Ricci, Farid Melgani, José Marcato Junior, Wesley Nunes Gonçalves. igarss 2023: 5234-5237 [doi]

A Click-Based Interactive Segmentation Network for Point CloudsWentao Sun, Zhipeng Luo, Yiping Chen, Huxiong Li, José Marcato Junior, Wesley Nunes Gonéalves, Jonathan Li 0001. tgrs, 61:1-12, 2023. [doi]

2022

Road extraction in remote sensing data: A surveyZiyi Chen 0001, Liai Deng, Yuhua Luo, Dilong Li, José Marcato Junior, Wesley Nunes Gonçalves, Abdul Awal Md Nurunnabi, Jonathan Li 0001, Cheng Wang 0003, Deren Li. aeog, 112:102833, 2022. [doi]

Semantic segmentation with labeling uncertainty and class imbalance applied to vegetation mappingPatrik 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 0001, Wesley Nunes Gonçalves. aeog, 108:102690, 2022. [doi]

A deep learning-based mobile application for tree species mapping in RGB imagesMário 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 0001, Amaury Antônio de Castro Junior, Wesley Nunes Gonçalves. aeog, 114:103045, 2022. [doi]

Automatic segmentation of cattle rib-eye area in ultrasound images using the UNet++ deep neural networkMaximilian 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. cea, 195:106818, 2022. [doi]

Counting and locating high-density objects using convolutional neural networkMauro 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 0001, Jonathan de Andrade Silva, Wesley Nunes Gonçalves. eswa, 195:116555, 2022. [doi]

Unsupervised domain adaptation using transformers for sugarcane rows and gaps detectionAlessandro dos Santos Ferreira, José Marcato Junior, Hemerson Pistori, Farid Melgani, Wesley Nunes Gonçalves. cea, 203:107480, 2022. [doi]

GCN-Based Pavement Crack Detection Using Mobile LiDAR Point CloudsHuifang Feng, Wen Li, Zhipeng Luo, Yiping Chen, Sarah Narges Fatholahi, Ming Cheng 0002, Cheng Wang 0003, José Marcato Junior, Jonathan Li 0001. tits, 23(8):11052-11061, 2022. [doi]

Rapid Extraction of Urban Road Guardrails From Mobile LiDAR Point CloudsJianlan Gao, Yiping Chen, José Marcato Junior, Cheng Wang 0003, Jonathan Li 0001. tits, 23(2):1572-1577, 2022. [doi]

Road marking extraction in UAV imagery using attentive capsule feature pyramid networkHaiyan Guan, Xiangda Lei, Yongtao Yu, Haohao Zhao, Daifeng Peng, José Marcato Junior, Jonathan Li 0001. aeog, 107:102677, 2022. [doi]

Active Fire Mapping on Brazilian Pantanal Based on Deep Learning and CBERS 04A ImageryLeandro 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. remotesensing, 14(3):688, 2022. [doi]

Building Instance Extraction Method Based on Improved Hybrid Task CascadeXiaoxue Liu, Yiping Chen, Mingqiang Wei, Cheng Wang 0003, Wesley Nunes Gonçalves, José Marcato Junior, Jonathan Li 0001. lgrs, 19:1-5, 2022. [doi]

BoundaryNet: Extraction and Completion of Road Boundaries With Deep Learning Using Mobile Laser Scanning Point Clouds and Satellite ImageryLingfei Ma, Ying Li, Jonathan Li 0001, José Marcato Junior, Wesley Nunes Gonçalves, Michael A. Chapman. tits, 23(6):5638-5654, 2022. [doi]

Deep Learning Regression Approaches Applied to Estimate Tillering in Tropical Forages Using Mobile Phone ImagesLuiz Santos, José Marcato Junior, Pedro Zamboni, Mateus Santos, Liana Jank, Edilene Campos, Edson Takashi Matsubara. sensors, 22(11):4116, 2022. [doi]

A Supervoxel Approach to Road Boundary Enhancement From 3-D LiDAR Point CloudsZhengchuan Sha, Yiping Chen, Yangbin Lin, Cheng Wang 0003, José Marcato Junior, Jonathan Li 0001. lgrs, 19:1-5, 2022. [doi]

Line-based deep learning method for tree branch detection from digital imagesRodrigo Silva, José Marcato Junior, Laisa Almeida, Diogo Nunes Gonçalves, Pedro Zamboni, Vanessa Fernandes, Jonathan de Andrade Silva, Edson Takashi Matsubara, Edson Batista, Lingfei Ma, Jonathan Li 0001, Wesley Nunes Gonçalves. aeog, 110:102759, 2022. [doi]

Intracity Temperature Estimation by Physics Informed Neural Network Using Modeled Forcing Meteorology and Multispectral Satellite ImageryDonghang Wu, Weiquan Liu, Bowen Fang, Linwei Chen, Yu Zang, Lei Zhao, Shenlong Wang, Cheng Wang 0003, José Marcato Junior, Jonathan Li 0001. tgrs, 60:1-15, 2022. [doi]

Robust Lane Extraction From MLS Point Clouds Towards HD Maps Especially in Curve RoadChengming Ye, He Zhao 0007, Lingfei Ma, Han Jiang, Hongfu Li, Ruisheng Wang, Michael A. Chapman, José Marcato Junior, Jonathan Li 0001. tits, 23(2):1505-1518, 2022. [doi]

3D Vehicle Detection Using Multi-Level Fusion From Point Clouds and ImagesKun Zhao, Lingfei Ma, Yu Meng, Li Liu, Junbo Wang, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li 0001. tits, 23(9):15146-15154, 2022. [doi]

2021

Accurate Prediction of Earthquake-Induced Landslides Based on Deep Learning Considering Landslide Source AreaYao Li 0013, Peng Cui, Chengming Ye, José Marcato Junior, Zhengtao Zhang, Jian Guo, Jonathan Li 0001. remotesensing, 13(17):3436, 2021. [doi]

Identifying Building Rooftops in Hyperspectral Imagery Using CNN With Pure Pixel IndexYao Li 0013, Chengming Ye, Yonggang Ge, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li 0001. staeors, 14:12022-12034, 2021. [doi]

Evaluating Different Deep Learning Models for Automatic Water SegmentationThales Shoiti Akiyama, José Marcato Junior, Wesley Nunes Gonçalves, Mário de Araújo Carvalho, Anette Eltner. igarss 2021: 4716-4719 [doi]

ATSS Deep Learning-Based Approach to Detect Apple FruitsLeonardo 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. remotesensing, 13(1):54, 2021. [doi]

Single Satellite Imagery Superresolution Based on Hybrid Nonlocal Similarity Constrained Convolution Sparse CodingNan Chen, Lichun Sui, Biao Zhang, HongJie He, José Marcato Junior, Jonathan Li 0001. staeors, 14:7489-7505, 2021. [doi]

Fusion of Hyperspectral-Multispectral images joining Spatial-Spectral Dual-Dictionary and structured sparse Low-rank representationNan Chen, Lichun Sui, Biao Zhang, HongJie He, Kyle Gao, Yandong Li, José Marcato Junior, Jonathan Li 0001. aeog, 104:102570, 2021. [doi]

Convolutional Neural Networks to Estimate Dry Matter Yield in a Guineagrass Breeding Program Using UAV Remote SensingGabriel 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, 21(11):3971, 2021. [doi]

Deep Learning and Google Earth Engine Applied to Mapping EucalyptusJoão Otavio Nascimento Firigato, José Marcato Junior, Wesley Nunes Gonçalves, Vitor Matheus Bacani. igarss 2021: 4696-4699 [doi]

Prediction of insect-herbivory-damage and insect-type attack in maize plants using hyperspectral dataDanielle 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 0001, Lúcio André de Castro Jorge. aeog, 105:102608, 2021. [doi]

Integration of Photogrammetry and Deep Learning in Earth Observation ApplicationsJosé Marcato Junior, Pedro Zamboni, Mariana Campos, Ana Paula Marques Ramos, Lucas Prado Osco, Jonathan de Andrade Silva, Wesley Nunes Gonçalves, Jonathan Li 0001. igarss 2021: 574-577 [doi]

Capsule-Based Networks for Road Marking Extraction and Classification From Mobile LiDAR Point CloudsLingfei Ma, Ying Li, Jonathan Li 0001, Yongtao Yu, José Marcato Junior, Wesley Nunes Gonçalves, Michael A. Chapman. tits, 22(4):1981-1995, 2021. [doi]

Semantic Segmentation of Tree-Canopy in Urban Environment with Pixel-Wise Deep LearningJosé 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. remotesensing, 13(16):3054, 2021. [doi]

Machine learning and SLIC for Tree Canopies segmentation in urban areasJosé Augusto Correa Martins, Geazy Menezes, Wesley Nunes Gonçalves, Diego André Sant'Ana, Lucas Prado Osco, Veraldo Liesenberg, Jonathan Li 0001, Lingfei Ma, Paulo Tarso Sanches de Oliveira, Gilberto Astolfi, Hemerson Pistori, José Marcato Junior. ecoi, 66:101465, 2021. [doi]

A review on deep learning in UAV remote sensingLucas 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 0001. aeog, 102:102456, 2021. [doi]

Retinanet Deep Learning-Based Approach to Detect Termite Mounds in Eucalyptus ForestsJuan Sales, José Marcato Junior, Henrique Lopes Siqueira, Mauricio de Souza, Edson Takashi Matsubara, Wesley Nunes Gonçalves. igarss 2021: 586-589 [doi]

Predicting Days to Maturity, Plant Height, and Grain Yield in Soybean: A Machine and Deep Learning Approach Using Multispectral DataPaulo 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. remotesensing, 13(22):4632, 2021. [doi]

Deforestation Detection with Fully Convolutional Networks in the Amazon Forest from Landsat-8 and Sentinel-2 ImagesDaliana Lobo Torres, Javier Noa Turnes, Pedro Juan Soto Vega, Raul Queiroz Feitosa, Daniel E. Silva, José Marcato Junior, Claudio Almeida. remotesensing, 13(24):5084, 2021. [doi]

A hybrid deep convolutional neural network for accurate land cover classificationNaftaly Wambugu, Yiping Chen, Zhenlong Xiao, Mingqiang Wei, Saifullahi Aminu Bello, José Marcato Junior, Jonathan Li 0001. aeog, 103:102515, 2021. [doi]

3D MSSD: A multilayer spatial structure 3D object detection network for mobile LiDAR point cloudsZongyue Wang, Qiming Xia, Jing Du, Shangfeng Huang, Jinhe Su, José Marcato Junior, Jonathan Li 0001, Guorong Cai. aeog, 102:102406, 2021. [doi]

Average-DInSAR method for unstable escarpments detection induced by underground coal miningXin Yao, Yiping Chen, Donglie Liu, Zhenkai Zhou, Veraldo Liesenberg, José Marcato Junior, Jonathan Li 0001. aeog, 103:102489, 2021. [doi]

A Building Roof Identification CNN Based on Interior-Edge-Adjacency Features Using Hyperspectral ImageryChengming Ye, Hongfu Li, Chunming Li, Xin Liu, Yao Li, Jonathan Li 0001, Wesley Nunes Gonçalves, José Marcato Junior. remotesensing, 13(15):2927, 2021. [doi]

Benchmarking Anchor-Based and Anchor-Free State-of-the-Art Deep Learning Methods for Individual Tree Detection in RGB High-Resolution ImagesPedro Zamboni, José Marcato Junior, Jonathan de Andrade Silva, Gabriela Takahashi Miyoshi, Edson Takashi Matsubara, Keiller Nogueira, Wesley Nunes Gonçalves. remotesensing, 13(13):2482, 2021. [doi]

Airborne multispectral LiDAR point cloud classification with a feature Reasoning-based graph convolution networkPeiran Zhao, Haiyan Guan, Dilong Li, Yongtao Yu, Hanyun Wang, Kyle Gao, José Marcato Junior, Jonathan Li 0001. aeog, 105:102634, 2021. [doi]

2020

Characterization of MSS Channel Reflectance and Derived Spectral Indices for Building Consistent Landsat 1-5 Data RecordFeng Chen, Qiancong Fan, Shenlong Lou, Limin Yang, Chenxing Wang, Martin Claverie, Cheng Wang 0003, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li. tgrs, 58(12):8967-8984, 2020. [doi]

Deep Learning Applied to Phenotyping of Biomass in Forages with UAV-Based RGB ImageryWellington V. M. de Castro, José Marcato Junior, Caio H. S. Polidoro, Lucas Prado Osco, Wesley Nunes Gonçalves, Lucas Rodrigues, Mateus Santos, Liana Jank, Sanzio Barrios, Cacilda Valle, Rosangela Simeão, Camilo Carromeu, Eloise Silveira, Lúcio André de Castro Jorge, Edson Takashi Matsubara. sensors, 20(17):4802, 2020. [doi]

Storm-Drain and Manhole Detection Using the RetinaNet MethodAnderson 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, 20(16):4450, 2020. [doi]

A Machine Learning Approach for Mapping Forest Vegetation in Riparian Zones in an Atlantic Biome Environment Using Sentinel-2 ImageryDanielle 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. remotesensing, 12(24):4086, 2020. [doi]

Mapping Utility Poles in Aerial Orthoimages Using ATSS Deep Learning MethodMatheus Gomes, Jonathan de Andrade Silva, Diogo Nunes Gonçalves, Pedro Zamboni, Jader Perez, Edson Batista, Ana Paula Marques Ramos, Lucas Prado Osco, Edson Takashi Matsubara, Jonathan Li, José Marcato Junior, Wesley Nunes Gonçalves. sensors, 20(21):6070, 2020. [doi]

A Novel Deep Learning Method to Identify Single Tree Species in UAV-Based Hyperspectral ImagesGabriela 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. remotesensing, 12(8):1294, 2020. [doi]

A Machine Learning Framework to Predict Nutrient Content in Valencia-Orange Leaf Hyperspectral MeasurementsLucas Prado Osco, Ana Paula Marques Ramos, Mayara Maezano Faita Pinheiro, Érika Akemi Saito Moriya, Nilton Nobuhiro Imai, Nayara 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. remotesensing, 12(6):906, 2020. [doi]

Leaf Nitrogen Concentration and Plant Height Prediction for Maize Using UAV-Based Multispectral Imagery and Machine Learning TechniquesLucas 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. remotesensing, 12(19):3237, 2020. [doi]

A random forest ranking approach to predict yield in maize with uav-based vegetation spectral indicesAna 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. cea, 178:105791, 2020. [doi]

Applying Fully Convolutional Architectures for Semantic Segmentation of a Single Tree Species in Urban Environment on High Resolution UAV Optical ImageryDaliana Lobo Torres, Raul Queiroz Feitosa, Patrick Nigri Happ, Laura Elena Cue La Rosa, José Marcato Junior, José Martins, Patrik Olã Bressan, Wesley Nunes Gonçalves, Veraldo Liesenberg. sensors, 20(2):563, 2020. [doi]

2019

Estimating Pasture Biomass and Canopy Height in Brazilian Savanna Using UAV PhotogrammetryJuliana 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. remotesensing, 11(20):2447, 2019. [doi]

Asphalt Pothole Detection in UAV Images Using Convolutional Neural NetworksYuri V. Furusho Becker, Henrique Lopes Siqueira, Edson Takashi Matsubara, Wesley Nunes Gonçalves, José Marcato Junior. igarss 2019: 56-58 [doi]

Assessment of CNN-Based Methods for Individual Tree Detection on Images Captured by RGB Cameras Attached to UAVsAnderson 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, 19(16):3595, 2019. [doi]

Machine Learning Applied to Uav Imagery in Precision Agriculture and Forest Monitoring in Brazililian SavanahDavid 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. igarss 2019: 9364-9367 [doi]

Image Segmentation and Classification with SLIC Superpixel and Convolutional Neural Network in Forest ContextJosé Martins, José Marcato Junior, Geazy Menezes, Hemerson Pistori, Diego Sant'Ana, Wesley Nunes Gonçalves. igarss 2019: 6543-6546 [doi]

Modeling Hyperspectral Response of Water-Stress Induced Lettuce Plants Using Artificial Neural NetworksLucas Prado Osco, Ana Paula Marques Ramos, Érika Akemi Saito Moriya, Lorrayne Guimarães Bavaresco, Bruna Coelho de Lima, Nayara Estrabis, Danilo Roberto Pereira, José Eduardo Creste, José Marcato Junior, Wesley Nunes Gonçalves, Nilton Nobuhiro Imai, Jonathan Li, Veraldo Liesenberg, Fábio Fernando de Araújo. remotesensing, 11(23):2797, 2019. [doi]

Improvement of leaf nitrogen content inference in Valencia-orange trees applying spectral analysis algorithms in UAV mounted-sensor imagesLucas 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. aeog, 83, 2019. [doi]

Predicting Canopy Nitrogen Content in Citrus-Trees Using Random Forest Algorithm Associated to Spectral Vegetation Indices from UAV-ImageryLucas Prado Osco, Ana Paula Marques Ramos, Danilo Roberto Pereira, Érika Akemi Saito Moriya, Nilton Nobuhiro Imai, Edson Takashi Matsubara, Nayara Estrabis, Maurício de Souza, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li, Veraldo Liesenberg, José Eduardo Creste. remotesensing, 11(24):2925, 2019. [doi]

The Impact of Ground Control Point Quantity on Area and Volume Measurements with UAV SFM Photogrammetry Applied in Open Pit MinesHenrique Lopes Siqueira, José Marcato Junior, Edson Takashi Matsubara, Anette Eltner, Reinaldo Almeida Colares, Fabio Martins Santos. igarss 2019: 9093-9096 [doi]

Landslide Detection of Hyperspectral Remote Sensing Data Based on Deep Learning With ConstrainsChengming Ye, Yao Li, Peng Cui, Li Liang, Saied Pirasteh, José Marcato Junior, Wesley Nunes Gonçalves, Jonathan Li. staeors, 12(12):5047-5060, 2019. [doi]

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