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International Geoscience and Remote Sensing Symposium

In 2021 a joint initiative of Belgium and The Netherlands

TU4.O-4.6

ASSESSMENT OF CNN-BASED METHODS FOR SINGLE TREE DETECTION ON HIGH-RESOLUTION RGB IMAGES IN URBAN AREAS

Pedro Zamboni, José Marcato Junior, Federal University of Mato Grosso do Sul, Brazil; Gabriela Miyoshi, São Paulo State University, Brazil; Jonathan Silva, José Martins, Wesley Gonçalves, Federal University of Mato Grosso do Sul, Brazil
Session:
Integration of Photogrammetry and Deep Learning in Earth Observation Applications
Track:
Invited Sessions
Presentation Time:
Tue, 13 Jul, 15:55-16:10 (UTC)
Tue, 13 Jul, 17:55-18:10 Central Europe Summer Time (UTC +2)
Tue, 13 Jul, 23:55-00:10 China Standard Time (UTC +8)
Tue, 13 Jul, 11:55-12:10 Eastern Daylight Time (UTC -4)
Session Co-Chairs:
José Marcato Junior, UFMS and Jonathan Li, University of Waterloo
Session Manager:
María Culman
Presentation
Discussion
Resources
Session TU4.O-4
TU4.O-4.1: INTEGRATION OF PHOTOGRAMMETRY AND DEEP LEARNING IN EARTH OBSERVATION APPLICATIONS
José Marcato Junior, Pedro Zamboni, UFMS - Federal University of Mato Grosso do Sul., Brazil; Mariana Campos, FGI, Finland; Ana Ramos, Lucas Osco, Unoeste, Brazil; Jonathan Silva, UFMS - Federal University of Mato Grosso do Sul., Brazil; Wesley Gonçalves, Federal University of Mato Grosso do Sul, Brazil; Jonathan Li, University of Waterloo, Canada
TU4.O-4.3: A PROPOSAL TO INTEGRATE ORB-SLAM FISHEYE AND CONVOLUTIONAL NEURAL NETWORKS FOR OUTDOOR TERRESTRIAL MOBILE MAPPING
Thaisa Aline Correia Garcia, São Paulo State University, Brazil; Mariana Batista Campos, Finnish Geospatial Research Institute, Finland; Letícia Ferrari Castanheiro, Antonio Maria Garcia Tommaselli, São Paulo State University, Brazil
TU4.O-4.4: Semantic Segmentation of UAV LiDAR Point Clouds of a Stack Interchange with Deep Neural Networks
Weikai Tan, Dedong Zhang, University of Waterloo, Canada; Lingfei Ma, Central University of Finance and Economics, China; Lanying Wang, University of Waterloo, Canada; Nannan Qin, Key Laboratory of Planetary Sciences, Purple Mountain Observatory, Chinese Academy of Sciences, China; Yiping Chen, Xiamen University, China; Jonathan Li, University of Waterloo, Canada
TU4.O-4.5: RETINANET DEEP LEARNING-BASED APPROACH TO DETECT TERMITE MOUNDS IN EUCALYPTUS FORESTS
Juan Sales, José Marcato Junior, Henrique Siqueira, Mauricio Souza, Edson Matsubara, Wesley Gonçalves, Federal University of Mato Grosso do Sul, Brazil
TU4.O-4.6: ASSESSMENT OF CNN-BASED METHODS FOR SINGLE TREE DETECTION ON HIGH-RESOLUTION RGB IMAGES IN URBAN AREAS
Pedro Zamboni, José Marcato Junior, Federal University of Mato Grosso do Sul, Brazil; Gabriela Miyoshi, São Paulo State University, Brazil; Jonathan Silva, José Martins, Wesley Gonçalves, Federal University of Mato Grosso do Sul, Brazil

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