IEEE GRSS
First Slide
2026 IEEE International Geoscience and Remote Sensing Symposium
9 - 14 August 2026 • Washington, D.C.
WEP1.PC: Physics-Informed Machine Learning in Remote Sensing (2/2)
Wednesday, 12 August, 09:45 - 11:00
Location: Poster Area C
Session Type: Poster
Session Co-Chairs: Davide De Santis, and Grigorios Tsagkatakis,
Track: Community Contributed Themes
Poster Area C

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
Poster Area C

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
Poster Area C

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
Poster Area C

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
Poster Area C

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
Poster Area C

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
Poster Area C

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
Poster Area C

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
Poster Area C

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