IEEE GRSS
First Slide
2026 IEEE International Geoscience and Remote Sensing Symposium
9 - 14 August 2026 • Washington, D.C.
MO3.R15: Vision-Language & Reasoning in Remote Sensing
Monday, 10 August, 13:45 - 15:00
Location: Jefferson West
Session Type: Oral
Session Chair: Gülsen Taskin, Istanbul Technical University
Track: AI and Big Data
Mon, 10 Aug, 13:45 - 14:00

MO3.R15.1: INSTRUCT-ICL: INSTRUCTION-GUIDED IN-CONTEXT LEARNING FOR POST-DISASTER DAMAGE ASSESSMENT
Armin Zarbaft, Ehsan Karimi, Nhut Le, Maryam Rahnemoonfar, Lehigh University, United States
Mon, 10 Aug, 14:00 - 14:15

MO3.R15.2: THINK FIRST, ASSIGN NEXT: A COMPARISON-BASED CHAIN-OF-THOUGHT FRAMEWORK FOR POST-DISASTER DAMAGE ASSESSMENT
Ehsan Karimi, Nhut Le, Maryam Rahnemoonfar, Lehigh University, United States
Mon, 10 Aug, 14:15 - 14:30

MO3.R15.3: GEOREASON: ALIGNING THINKING AND ANSWERING IN REMOTE SENSING VISION-LANGUAGE MODELS VIA LOGICAL CONSISTENCY REINFORCEMENT LEARNING
Wenshuai Li, Xiantai Xiang, Zixiao Wen, Guangyao Zhou, Ben Niu, Feng Wang, Lijia Huang, Qiantong Wang, Yuxin Hu, Aerospace Information Research Institute, Chinese Academy of Sciences, China
Mon, 10 Aug, 14:30 - 14:45

MO3.R15.4: TOPOLOGY-AWARE PARAMETER-EFFICIENT ADAPTATION OF VISION FOUNDATION MODELS FOR ROAD EXTRACTION
Changhao Fan, Nanjing University of Science and Technology, China; Peng Zheng, Southeast University, China; Zebin Wu, Jin Sun, Junlong Zhou, Zhihui Wei, Nanjing University of Science and Technology, China