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International Geoscience and Remote Sensing Symposium

In 2021 a joint initiative of Belgium and The Netherlands

FR1.O-1.1

UNSUPERVISED LEARNING OF LOW DIMENSIONAL SATELLITE IMAGE REPRESENTATIONS VIA VARIATIONAL AUTOENCODERS

Silvia Valero, Ferran Agullo, Jordi Inglada, Centre d'Etudes Spatiales de la Biosphère (CESBIO), France
Session:
Feature Learning for Remote Sensing and Earth Observation
Track:
Data Analysis Methods (Optical, Multispectral,Hyperspectral, SAR)
Presentation Time:
Fri, 16 Jul, 08:30-08:45 (UTC)
Fri, 16 Jul, 10:30-10:45 Central Europe Summer Time (UTC +2)
Fri, 16 Jul, 16:30-16:45 China Standard Time (UTC +8)
Fri, 16 Jul, 04:30-04:45 Eastern Daylight Time (UTC -4)
Session Co-Chairs:
Xiao Xiang Zhu, Technical University of Munich & German Aerospace Center and Sylvain Lobry, Université de Paris
Session Manager:
Yogender
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Session FR1.O-1
FR1.O-1.1: UNSUPERVISED LEARNING OF LOW DIMENSIONAL SATELLITE IMAGE REPRESENTATIONS VIA VARIATIONAL AUTOENCODERS
Silvia Valero, Ferran Agullo, Jordi Inglada, Centre d'Etudes Spatiales de la Biosphère (CESBIO), France
FR1.O-1.2: A DISENTANGLED VARIATIONAL AUTOENCODER FOR PREDICTION OF ABOVE GROUND BIOMASS FROM HYPERSPECTRAL DATA
Parth Naik, University of Trento, Italy; Michele Dalponte, Fondazione Edmund Mach, Italy; Lorenzo Bruzzone, University of Trento, Italy
FR1.O-1.3: DESPECKLING SENTINEL-1 GRD IMAGES BY DEEP-LEARNING AND APPLICATION TO NARROW RIVER SEGMENTATION
Gasnier Nicolas, Dalsasso Emanuele, Télécom Paris, France; Loïc Denis, Laboratoire Hubert Curien, France; Florence Tupin, Télécom Paris, France
FR1.O-1.4: SELF-PACED CURRICULUM LEARNING FOR VISUAL QUESTION ANSWERING ON REMOTE SENSING DATA
Zhenghang Yuan, Lichao Mou, Xiao Xiang Zhu, Technical University of Munich & German Aerospace Center, Germany
FR1.O-1.5: SUBSPACE-BASED FEATURE FUSION FROM HYPERSPECTRAL AND MULTISPECTRAL IMAGES FOR LAND COVER CLASSIFICATION
Juan Ramirez, Universidad Rey Juan Carlos, Spain; Héctor Vargas, Universidad Manuela Beltrán, Colombia; José Ignacio Martínez, Universidad Rey Juan Carlos, Spain; Henry Arguello, Universidad Industrial de Santander, Colombia
FR1.O-1.6: QUANTUM IMAGING FOR REMOTE SENSING AND EARTH OBSERVATION
Francesco V. Pepe, Università degli Studi di Bari Aldo Moro, Italy; Cristoforo Abbattista, Leonardo Amoruso, Planetek Italia srl, Italy; Milena D'Angelo, Università degli Studi di Bari Aldo Moro, Italy

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