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

TH1.O2.3

A TEMPORAL DEEP CONVOLUTIONAL NEURAL NETWORK MODEL ON SENTINEL-1 IMAGE TIME SERIES FOR PIXEL-WISE FLOOD CLASSIFICATION

Konstantinos Vlachos, Anastasia Moumtzidou, Ilias Gialampoukidis, Stefanos Vrochidis, Ioannis Kompatsiaris, Centre for Research and Technology Hellas, Greece
Session:
Change Detection and Multi-Temporal Analysis Oral In-Person
Track:
Data Analysis Methods (Optical, Multispectral,Hyperspectral, SAR)
Location:
Conference Hall 2
Presentation Time:
Thu, 21 Jul, 09:30 - 09:45 Malaysia Time (UTC +8)
Thu, 21 Jul, 03:30 - 03:45 Central European Time (UTC +2)
Thu, 21 Jul, 01:30 - 01:45 UTC
Wed, 20 Jul, 21:30 - 21:45 Eastern Time (UTC -4)
Session Chair:
Wele Gedara Chaminda Bandara, Johns Hopkins University
Session Manager:
Nik Zainun Nik Mood
Presentation
Discussion
Resources
No resources available.
Session TH1.O2
TH1.O2.1: A Transformer-Based Siamese Network for Change Detection
Wele Gedara Chaminda Bandara, Vishal M. Patel, Johns Hopkins University, United States
TH1.O2.2: SIAMESE ATTENTION U-NET FOR MULTI-CLASS CHANGE DETECTION
Sol Cummings, PASCO CORPORATION & Technical University of Munich (TUM), Japan; Lukas Kondmann, Xiao Xiang Zhu, Technical University of Munich (TUM) & German Aerospace Center (DLR), Germany
TH1.O2.3: A TEMPORAL DEEP CONVOLUTIONAL NEURAL NETWORK MODEL ON SENTINEL-1 IMAGE TIME SERIES FOR PIXEL-WISE FLOOD CLASSIFICATION
Konstantinos Vlachos, Anastasia Moumtzidou, Ilias Gialampoukidis, Stefanos Vrochidis, Ioannis Kompatsiaris, Centre for Research and Technology Hellas, Greece
TH1.O2.4: WUP-CD: TOWARDS 2.5D DATA FOR DEEP LEARNING BUILDING CHANGE DETECTION
Adrian Bauer, Anton Kummert, University of Wuppertal, Germany; Jens Oberbossel, Stefan Sander, City Administration Wuppertal, Germany
TH1.O2.5: TOWARDS CROSS-DISASTER BUILDING DAMAGE DETECTION WITH GRAPH CONVOLUTIONAL NETWORKS
Ali Ismail, Mariette Awad, American University of Beirut, Lebanon
TH1.O2.6: CHANGE-AWARE VISUAL QUESTION ANSWERING
Zhenghang Yuan, Technical University of Munich, Germany; Lichao Mou, Xiaoxiang Zhu, Technical University of Munich & German Aerospace Center, Germany