2020 IEEE International Geoscience and Remote Sensing Symposium

September 26 - October 2, 2020 • Virtual Symposium

2020 IEEE International Geoscience and Remote Sensing Symposium

September 26 - October 2, 2020 • Virtual Symposium

FR2.R7: Deep Learning Meets Earth Sciences: From Hybrid Modeling to Explainability

Fri, 2 Oct, 14:30 - 16:30 (UTC)
Fri, 2 Oct, 22:30 - 00:30 China Standard Time (UTC +8)
Fri, 2 Oct, 16:30 - 18:30 Central Europe Summer Time (UTC +2)
Fri, 2 Oct, 07:30 - 09:30 Pacific Daylight Time (UTC -7)
Session Co-Chairs: Gustau Camps-Valls, Universitat de València and Devis Tuia, EPFL ENAC
Session Managers: John Agbo Ogbodo and Anupama Rajkumar
Track: Invited Sessions
14:30-14:50 (UTC)
22:30-22:50 (UTC +8)
16:30-16:50 (UTC +2)
07:30-07:50 (UTC -7)

FR2.R7.1: ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY
Gustau Camps-Valls, Universitat de València, Spain; Markus Reichstein, Xiaoxiang Zhu, German Aerospace Center (DLR), Germany; Devis Tuia, Wageningen University and Research (WUR), Netherlands
14:50-15:00 (UTC)
22:50-23:00 (UTC +8)
16:50-17:00 (UTC +2)
07:50-08:00 (UTC -7)

FR2.R7.2: INTERPRETABLE SCENICNESS FROM SENTINEL-2 IMAGERY
Alex Levering, Diego Marcos, Sylvain Lobry, Devis Tuia, Wageningen University, Netherlands
15:00-15:10 (UTC)
23:00-23:10 (UTC +8)
17:00-17:10 (UTC +2)
08:00-08:10 (UTC -7)

FR2.R7.3: TOWARDS PHYSICALLY-CONSISTENT, DATA-DRIVEN MODELS OF CONVECTION
Tom Beucler, Michael Pritchard, University of California, Irvine, United States; Pierre Gentine, Columbia University, United States; Stephan Rasp, Technische Universität München, Germany
15:10-15:20 (UTC)
23:10-23:20 (UTC +8)
17:10-17:20 (UTC +2)
08:10-08:20 (UTC -7)

FR2.R7.5: Interpretability of Recurrent Neural Networks in Remote Sensing
Adrián Pérez-Suay, Jose E. Adsuara, Maria Piles, Laura Martínez-Ferrer, Emiliano Díaz, Álvaro Moreno-Martínez, Gustau Camps-Valls, Universitat de València, Spain
15:20-15:30 (UTC)
23:20-23:30 (UTC +8)
17:20-17:30 (UTC +2)
08:20-08:30 (UTC -7)

FR2.R7.6: MODELING MOUNTAIN SNOWPACK DYNAMICS WITH CGANS: A VALIDATION STUDY

Ashray Manepalli, Mayur Mudigonda, Adrian Albert, terrafuse, inc., United States
15:30-15:40 (UTC)
23:30-23:40 (UTC +8)
17:30-17:40 (UTC +2)
08:30-08:40 (UTC -7)

FR2.R7.7: DISCOVERING DIFFERENTIAL EQUATIONS FROM EARTH OBSERVATION DATA
Jose E. Adsuara, Adrián Pérez-Suay, Álvaro Moreno-Martínez, Gustau Camps-Valls, Universitat de València, Spain; Guido Kraemer, Markus Reichstein, Miguel Mahecha, Max Planck Institute for Biogeochemistry, Germany
15:40-15:50 (UTC)
23:40-23:50 (UTC +8)
17:40-17:50 (UTC +2)
08:40-08:50 (UTC -7)

FR2.R7.8: JOINT SPATIAL AND GRAPH CONVOLUTIONAL NEURAL NETWORKS - A HYBRID MODEL FOR SPATIAL-SPECTRAL GEOSPATIAL IMAGE ANALYSIS
Farideh Foroozandeh Shahraki, Saurabh Prasad, University of Houston, United States