International Geoscience and Remote Sensing Symposium

In 2021 a joint initiative of Belgium and The Netherlands

FR4.O-17.5

Classification and Generation of Earth Observation Images Using a Joint Energy-based Model

Javiera Castillo-Navarro, ONERA / Université Bretagne Sud, France; Bertrand Le Saux, European Space Agency (ESA), Italy; Alexandre Boulch, valeo.ai, France; Sébastien Lefèvre, Université Bretagne Sud, France

Session:
Physics-aware AI4EO and Simulation

Track:
Invited Sessions

Presentation Time:
Fri, 16 Jul, 15:40-15:55 (UTC)
Fri, 16 Jul, 17:40-17:55 Central Europe Summer Time (UTC +2)
Fri, 16 Jul, 23:40-23:55 China Standard Time (UTC +8)
Fri, 16 Jul, 11:40-11:55 Eastern Daylight Time (UTC -4)

Session Co-Chairs:
Bertrand Le Saux, ESA - European Space Agency and Nicolas Longepe, ESA
Session Manager:
Alex Levering
Presentation
Discussion
Resources
Session FR4.O-17
FR4.O-17.1: PHYSICS-AWARE MACHINE LEARNING FOR GEOSCIENCES AND REMOTE SENSING
Gustau Camps-Valls, Daniel H. Svendsen, Jordi Cortés, Alvaro Moreno-Martínez, Adrián Pérez-Suay, Jose Adsuara, Irene Martin, Maria Piles, Jordi Muñoz-Marí, Luca Martino, Universitat de València, Spain
FR4.O-17.3: ZOOMING INTO UNCERTAINTIES: TOWARDS FUSING MULTI ZOOM LEVEL IMAGERY FOR URBAN LAND USE SEGMENTATION
Eike Jens Hoffmann, Technical University of Munich (TUM), Germany; Mohsin Ali, German Aerospace Center (DLR), Germany; Xiao Xiang Zhu, Technical University of Munich (TUM) / German Aerospace Center (DLR), Germany
FR4.O-17.4: LIVEABILITY FROM ABOVE: UNDERSTANDING QUALITY OF LIFE WITH OVERHEAD IMAGERY AND DEEP NEURAL NETWORKS
Alex Levering, Diego Marcos, Wageningen University, Netherlands; Devis Tuia, École Polytechnique Fédérale de Lausanne, Switzerland
FR4.O-17.5: Classification and Generation of Earth Observation Images Using a Joint Energy-based Model
Javiera Castillo-Navarro, ONERA / Université Bretagne Sud, France; Bertrand Le Saux, European Space Agency (ESA), Italy; Alexandre Boulch, valeo.ai, France; Sébastien Lefèvre, Université Bretagne Sud, France
FR4.O-17.6: HAZE AND SMOKE REMOVAL FOR VISUALIZATION OF MULTISPECTRAL IMAGES: A DNN PHYSICS AWARE ARCHITECTURE
Iulia Coca Neagoe, Corina Vaduva, Research Center for Spatial Information (CEOSpaceTech), University POLITEHNICA of Bucharest (UPB), Romania; Mihai Datcu, Research Center for Spatial Information (CEOSpaceTech), University POLITEHNICA of Bucharest (UPB) and Earth Observation Center (EOC), German Aerospace Center (DLR), Romania