TH1.R6: Physics-aware Machine Learning and Explainability
Thu, 11 Jul, 09:00 - 10:40
Location: Skalkotas Hall
Session Type: Oral
Session Co-Chairs: Yuanyuan Wang, Technical University of Munich and James Koch, Pacific Northwest National Laboratory
Track: AI and Big Data
Thu, 11 Jul, 09:00 - 09:14

TH1.R6.1: MANIFOLD-BASED SHAPLEY FOR SAR RECOGNIZATION NETWORK EXPLANATION

Xuran Hu, Mingzhe Zhu, Yuanjing Liu, Zhengpeng Feng, Xidian University, China; LJubisa Stankovic, University of Montenegro, Montenegro
Thu, 11 Jul, 09:14 - 09:28

TH1.R6.2: EXPLORING THE EXPLAINABILITY OF SAR TARGET CLASSIFICATION USING SHAP METHOD WITH DIFFERENT BASELINE VALUES

Zhiyuan Yang, Zongyong Cui, Zongjie Cao, University of Electronic Science and Technology of China School of Information and Communication, China
Thu, 11 Jul, 09:28 - 09:42

TH1.R6.3: EDGE COMPLEMENTARY MULTI-SCALE AGGREGATION NETWORK FOR SALIENT OBJECT DETECTION IN OPTICAL REMOTE SENSING IMAGES

Bei Cheng, Zao Liu, Chengbiao Fu, Tao Shen, Kunming University of Science and Technology, China
Thu, 11 Jul, 09:42 - 09:56

TH1.R6.4: DEEP LEARNING FRAMEWORK FOR MULTI-PHYSICS JOINT INVERSION AND ITS APPLICATION IN THE DECORAH AREA

Yanyan Hu, University of Houston, United States; Xiaolong Wei, Stanford University, United States; Xuqing Wu, Jiajia Su, Yueqin Huang, Jiefu Chen, University of Houston, United States
Thu, 11 Jul, 09:56 - 10:10

TH1.R6.5: Physics-informed Machine Learning for Deep Ice Layer Tracing in SAR images

Maryam Rahnemoonfar, Ben Zalatan, Lehigh University, United States
Thu, 11 Jul, 10:10 - 10:24

TH1.R6.6: Data-Driven Invertible Neural Surrogates of Atmospheric Transmission

James Koch, Brenda Forland, Bruce Bernacki, Tim Doster, Tegan Emerson, Pacific Northwest National Laboratory, United States
Thu, 11 Jul, 10:24 - 10:38

TH1.R6.7: TRANSFERABLE PHYSICAL ADVERSARIAL PATCH ATTACK FOR REMOTE SENSING OBJECT DETECTION

Di Wang, Wenxuan Zhu, Ke Li, Xidian University, China; Xiao Gao, Xi’an University of Architecture and Technology, China; Pengfei Yang, Xidian University, China