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

TU7.V21.3

EXPLAINABILITY ANALYSIS OF CNN IN DETECTION OF VOLCANIC DEFORMATION SIGNAL

Teo Beker, Homa Ansari, Sina Montazeri, Qian Song, Xiao Xiang Zhu, German Aerospace Center (DLR), Germany
Session:
Human-centric AI4EO Oral Virtual
Track:
Invited Sessions
Location:
Virtual Room 21
Presentation Time:
Tue, 19 Jul, 23:30 - 23:45 Malaysia Time (UTC +8)
Tue, 19 Jul, 17:30 - 17:45 Central European Time (UTC +1)
Tue, 19 Jul, 15:30 - 15:45 UTC
Tue, 19 Jul, 11:30 - 11:45 Eastern Time (UTC -5)
Session Co-Chairs:
Bertrand Le Saux, European Space Agency and Rochelle Schneider, European Space Agency
Session Manager:
Jia Lin Lam
Presentation
Discussion
Resources
No resources available.
Session TU7.V21
TU7.V21.1: WEAKLY-SUPERVISED CONTINUAL LEARNING FOR CLASS-INCREMENTAL SEGMENTATION
Gaston Lenczner, Adrien Chan-Hon-Tong, ONERA, France; Nicola Luminari, Alteia, France; Bertrand Le Saux, ESA/ESRIN, Italy
TU7.V21.2: WEAKLY SUPERVISED SEMANTIC SEGMENTATION OF REMOTE SENSING IMAGES FOR TREE SPECIES CLASSIFICATION BASED ON EXPLANATION METHODS
Steve Ahlswede, Nimisha Thekke-Madam, Christian Schulz, Birgit Kleinschmit, Begüm Demir, Technische Universitaet Berlin, Germany
TU7.V21.3: EXPLAINABILITY ANALYSIS OF CNN IN DETECTION OF VOLCANIC DEFORMATION SIGNAL
Teo Beker, Homa Ansari, Sina Montazeri, Qian Song, Xiao Xiang Zhu, German Aerospace Center (DLR), Germany
TU7.V21.4: LANGUAGE TRANSFORMERS FOR REMOTE SENSING VISUAL QUESTION ANSWERING
Christel Chappuis, Vincent Mendez, Eliot Walt, Devis Tuia, Ecole Polytechnique Fédérale de Lausanne, Switzerland; Sylvain Lobry, Université de Paris, France; Bertrand Le Saux, European Space Agency, Italy
TU7.V21.5: HUMANS ARE POOR FEW-SHOT CLASSIFIERS FOR SENTINEL-2 LAND COVER
Marc Rußwurm, Devis Tuia, École Polytechnique Fédérale de Lausanne, Switzerland; Sherrie Wang, University of California, Berkeley, United States