TH4.R11.3

On Perturbation-based xAI for Flood Detection from SAR Images

Anastasia Schlegel, Ronny Hänsch, DLR, Germany

Session:
TH4.R11: Explainable, Physics-aware, and Trustworthy AI for SAR: Towards Digital Twin Earth II Oral

Track:
Community-Contributed Sessions

Location:
MC 3.2

Presentation Time:
Thu, 11 Jul, 17:48 - 18:02

Session Co-Chairs:
Mihai Datcu, University Politehnica of Bucharest and Zhongling Huang, Northwestern Polytechnical University
Presentation
Discussion
Resources
No resources available.
Session TH4.R11
TH4.R11.1: PhySARDet: A New Benchmark for SAR Ship Detection
Zhongling Huang, Zishi Wang, Northwestern Polytechnical University, China; Xiaolan Qiu, Chinese Academy of Sciences, China
TH4.R11.2: SAR NEURAL RADIANCE FIELDS WITH MULTI-RESOLUTION HASH ENCODING
Zhengxin Lei, Fudan University, China; Hui Sun, Academy of Military Sciences, China; Feng Xu, Fudan University, China
TH4.R11.3: On Perturbation-based xAI for Flood Detection from SAR Images
Anastasia Schlegel, Ronny Hänsch, DLR, Germany
TH4.R11.4: IDENTIFYING FALSE NEGATIVE FLOOD EVENTS USING INTERPRETABLE DEEP LEARNING FRAMEWORK
Anastasios Temenos, Nikos Temenos, Ioannis Rallis, Margarita Skamantzari, Anastasios Doulamis, Nikolaos Doulamis, National Technical University of Athens, Greece
TH4.R11.5: ASC-RISE: Physical information guided explanation of SAR ATR models
Yuze Gao, Shanghai jiaotong university, China; Weiwei Guo, Tongji University, China; Dongying Li, Wenxian Yu, Shanghai jiaotong university, China
TH4.R11.6: AUXILIARY EDGE TRACTION NETWORK FOR VEHICLE RE-IDENTIFICATION BASED ON MULTIMODAL AERIAL IMAGES
Haoran Gao, Harbin Engineering University, China; Liu Yang, Hui Ye, Shanghai Institute of Satellite Engineering, China; Fengjiao Gao, Intelligent Manufacturing Research Institute, Heilongjiang Academy of Sciences, China; Nan Su, Chunhui Zhao, Yun Lin, Yiming Yan, Harbin Engineering University, China
TH4.R11.7: SOIL MOISTURE ESTIMATION FROM POLARIMETRIC SAR USING A PHYSICS AWARE AI MODEL
Lorenzo Giuliano Papale, Fabio Del Frate, Leila Guerriero, Giovanni Schiavon, Tor Vergata University of Rome, Italy; Mario Alberto Acuña, Comisión Nacional de Actividades Espaciales (CONAE), Argentina
Resources
No resources available.