IGARSS 2026 || Washington, D.C. || 9

WEP1.PC: Physics-Informed Machine Learning in Remote Sensing (2/2)

Poster

Wed, 12 Aug, 09:45 - 11:00

Location: TBD

Session Type: Poster

Session Co-Chairs: Davide De Santis, and Grigorios Tsagkatakis,

Track: Community Contributed Themes

WEP1.PC.1: Spectrum-guided Bidirectional Synergy Network for Saliency Detection in Remote Sensing Images

Yu Wang, Yuanxue Ding, Jun Zeng, Sunyuan Qiang, Dawei Li, Han Wen, Southwest Institute of Technical Physics, China

WEP1.PC.2: PHYSICS-DRIVEN ATTENTION-AUGMENTED NETWORK FOR SAR BUILDING GEOMETRY EXTRACTION

Ming Yang, Yueting Zhang, Xia Ning, Jiayi Guo, Yunbo Song, Guangyao Zhou, Aerospace Information Research Institute, Chinese Academy of Sciences, China

WEP1.PC.3: Confined Aquifer Storage Dynamics from a Hybrid Joint Inversion of GRACE, InSAR, and GNSS

Susanna Werth, Virginia Tech, United States; Grace Carlson, Indiana University, United States; Nitheshnirmal Sadhasivam, Virginia Tech, United States; Manuela Girotto, University of California, Berkeley, United States; Manoochehr Shirzaei, Virginia Tech, United States

WEP1.PC.4: MAPPING HIGH SPATIAL RESOLUTION THERMAL INFRARED EMISSIVITY USING AEF EMBEDDING VECTOR DATA

Zixiao Hu, Huazhong Ren, Qiming Qin, Songyi Lin, Fengguang Li, Ruixue Ma, Yunzhu Tao, Peking University, China

WEP1.PC.5: Iceberg Drift Trajectory Forecasting: A Hybrid Physics-Driven Deep Learning Framework

Rohan Putatunda, Ratnaksha Lele, Sanjay Purushotham, Vandana P. Janeja, University of Maryland, Baltimore County, United States

WEP1.PC.6: ML-BASED SOIL MOISTURE PREDICTION CROSS-SITE GENERALIZATION: SOIL TEXTURE ROLE ASSESSMENT

Yasin Nooran, Seyed (Reza) Zekavat, Worcester Polytechnic Institute, United States

WEP1.PC.7: Seasonal, Pixel-Wise Dynamic SM2RAIN–NWF Parameterization over CONUS via Physics-Informed Deep Learning

Mohammad Saeedi, University of Virginia, United States; Hyunglok Kim, Gwangju Institute of Science and Technology, Korea (South); Venkataraman Lakshmi, University of Virginia, United States

WEP1.PC.8: MIRS-AI: AN AI-BASED APPROACH FOR PREDICTING TEMPERATURE AND WATER VAPOR PROFILES FROM MICROWAVE SENSOR MEASUREMENTS

Xingming Liang, Yong-Keun Lee, Shuyan Liu, John Xun Yang, Wei Wang, University of Maryland, United States; Huan Meng, National Oceanic and Atmospheric Administration, United States

WEP1.PC.9: A SPATIALLY AWARE, PHYSICS-GUIDED TRANSFORMER FOR HYPERSPECTRAL CANOPY TRAIT RETRIEVAL

Shravan Ambudkar, PixxelSpace India Private Limited, India; Jeremy Kravitz, Pixxel Space Technologies, United States