17 - 22 July, 2022 • Physical: Kuala Lumpur Convention Centre (KLCC), Kuala Lumpur, Malaysia • Hybrid: Online Platform

Preserving Our Heritage, Enabling Our Future Through Remote Sensing

17 - 22 July, 2022 • Physical: Kuala Lumpur Convention Centre (KLCC), Kuala Lumpur, Malaysia • Hybrid: Online Platform

WE4.O2.4

DEEP CLUSTERING METHODS STUDY APPLIED TO SATELLITE IMAGES TIME SERIES

Baptiste Lafabregue, ICube, France; Anne Puissant, LIVE, France; Jonathan Weber, Germain Forestier, IRIMAS, France
Session:
Classification and Clustering I Oral In-Person
Track:
Data Analysis Methods (Optical, Multispectral,Hyperspectral, SAR)
Location:
Conference Hall 2
Presentation Time:
Wed, 20 Jul, 16:45 - 17:00 Malaysia Time (UTC +8)
Wed, 20 Jul, 10:45 - 11:00 Central European Time (UTC +2)
Wed, 20 Jul, 08:45 - 09:00 UTC
Wed, 20 Jul, 04:45 - 05:00 Eastern Time (UTC -4)
Session Co-Chairs:
Christoph Koller, German Aerospace Center and Trevor Bajkowski, University of Missouri - Columbia
Session Manager:
Nik Zainun Nik Mood
Presentation
Discussion
Resources
No resources available.
Session WE4.O2
WE4.O2.1: UNCERTAINTY-GUIDED REPRESENTATION LEARNING IN LOCAL CLIMATE ZONE CLASSIFICATION
Christoph Koller, Xiao Xiang Zhu, German Aerospace Center, Germany; Muhammad Shahzad, Technical University Munich, Germany
WE4.O2.2: CLASSIFICATION OF AN 8-BAND MULTI-SPECTRAL DATASET USING DCNNS WITH WEIGHT INITIALIZATIONS DERIVED FROM PRE-TRAINED RGB NETWORKS
Trevor Bajkowski, J. Alex Hurt, Curt Davis, Grant Scott, University of Missouri - Columbia, United States
WE4.O2.3: EARTH OBSERVATION DATA CLASSIFICATION WITH QUANTUM-CLASSICAL CONVOLUTIONAL NEURAL NETWORK
Fan Fan, German Aerospace Center, Germany; Yilei Shi, Xiao Xiang Zhu, Technical University of Munich, Germany
WE4.O2.4: DEEP CLUSTERING METHODS STUDY APPLIED TO SATELLITE IMAGES TIME SERIES
Baptiste Lafabregue, ICube, France; Anne Puissant, LIVE, France; Jonathan Weber, Germain Forestier, IRIMAS, France
WE4.O2.5: HYPERSPECTRAL CLUSTERING USING ATROUS SPATIAL-SPECTRAL CONVOLUTIONAL NETWORK
Kasra Rafiezadeh Shahi, Paul Scheunders, Imec-Visionlab, University of Antwerp, Belgium; Pedram Ghamisi, Behnood Rasti, Richard Gloaguen, Helmholtz-Zentrum Dresden-Rossendorf, Helmholtz Institute Freiberg for Resource Technology, Germany
WE4.O2.6: AN AUTOMATIC APPROACH FOR THE PRODUCTION OF A TIME SERIES OF CONSISTENT LAND-COVER MAPS BASED ON LONG-SHORT TERM MEMORY
Rocco Sedona, Gabriele Cavallaro, Forschungszentrum Jülich, Germany; Claudia Paris, University of Twente, Netherlands; Liang Tian, Morris Riedel, University of Iceland, Iceland