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International Geoscience and Remote Sensing Symposium

In 2021 a joint initiative of Belgium and The Netherlands

TH1.O-15.1

PHYSICS-AWARE FEATURE LEARNING OF SAR IMAGES WITH DEEP NEURAL NETWORKS: A CASE STUDY

Zhongling Huang, Northwestern Polytechnical University, China; Corneliu Octavian Dumitru, German Aerospace Center (DLR), Germany; Jun Ren, Institute of Mechanical and Electrical Engineering, China
Session:
DEEP Insight SAR III
Track:
Invited Sessions
Presentation Time:
Thu, 15 Jul, 08:30-09:00 (UTC)
Thu, 15 Jul, 10:30-11:00 Central Europe Summer Time (UTC +2)
Thu, 15 Jul, 16:30-17:00 China Standard Time (UTC +8)
Thu, 15 Jul, 04:30-05:00 Eastern Daylight Time (UTC -4)
Session Co-Chairs:
Mihai Datcu, Research Center for Spatial Information (CEOSpaceTech), University POLITEHNICA of Bucharest (UPB) and Earth Observation Center (EOC), German Aerospace Center (DLR) and Zhongling Huang, Northwestern Polytechnical University
Session Manager:
Saeed Khabbazan
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Session TH1.O-15
TH1.O-15.1: PHYSICS-AWARE FEATURE LEARNING OF SAR IMAGES WITH DEEP NEURAL NETWORKS: A CASE STUDY
Zhongling Huang, Northwestern Polytechnical University, China; Corneliu Octavian Dumitru, German Aerospace Center (DLR), Germany; Jun Ren, Institute of Mechanical and Electrical Engineering, China
TH1.O-15.3: PROPOSAL OF COMPLEX-VALUED RESERVOIR COMPUTING FOR TOPOGRAPHIC ASPECT CLASSIFICATION
Bungo Konishi, Akira Hirose, Ryo Natsuaki, University of Tokyo, Japan
TH1.O-15.4: INTEGRATION OF IEM B, ISMN AND SAR SENTINEL-1 DATA FOR ACCURATE SOIL MOISTURE ESTIMATION USING NEURAL NETWORKS
Leonardo De Laurentiis, University of Rome Tor Vergata, Italy; Daniele Latini, GEO-K s.r.l., Italy; Giovanni Schiavon, Fabio Del Frate, University of Rome Tor Vergata, Italy
TH1.O-15.5: THREE-DIMENSIONAL ASTEROID RECONSTRUCTION VIA MULTI-ASPECT GROUND-BASED SAR IMAGES: AN OPTIMIZATION COMPARISON
Yi Liu, Zegang Ding, Yan Wang, Tao Zeng, Zehua Dong, Beijing Institute of Technology, China
TH1.O-15.6: DERIVING AN EXCLUSION MAP (EX-MAP) FROM SENTINEL-1 TIME SERIES FOR SUPPORTING FLOODWATER MAPPING
Jie Zhao, Ramona Pelich, Renaud Hostache, Patrick Matgen, Luxembourg Institute of Science and Technology, Luxembourg; Senmao Cao, EODC Earth Observation Data Centre, Austria; Wolfgang Wagner, Vienna University of Technology, Austria; Marco Chini, Luxembourg Institute of Science and Technology, Luxembourg

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