IEEE GRSS
First Slide
2026 IEEE International Geoscience and Remote Sensing Symposium
9 - 14 August 2026 • Washington, D.C.
TUP2.PB: GeoAI for Advanced Mapping and Geospatial Data Analysis: Innovations, Applications, and Challenges III
Tuesday, 11 August, 15:00 - 16:15
Location: Columbia, Poster Area B
Session Type: Poster
Session Chair: Papia Rozario, University of Wisconsin-Eau Claire
Track: Community Contributed Themes
Columbia, Poster Area B

TUP2.PB.1: Semantic Segmentation of Land Use and Land Cover in the Gabes Oasis (Tunisia): A Comparative Evaluation of U-Net Encoders Using Stratified Cross-Validation
Rochdy BENBELHASSEN, Yassine Bensalem, Mohamed Yahia, University of Gabes, Tunisia; Tarig Ali, American University of Sharjah, United Arab Emirates
Columbia, Poster Area B

TUP2.PB.2: SPATIO-TEMPORAL DEEP FUSION OF OPTICAL-SAR REMOTE SENSING WITH PHYSICS-CONSTRAINED MACHINE LEARNING FOR OPERATIONAL CROP WATER USE MONITORING IN NITRATE-SENSITIVE AGRICULTURAL SYSTEMS
Gift Siphiwe Nxumalo, Tamás János, Attila Nagy, Zsolt Zoltán Fehér, University of Debrecen, Hungary
Columbia, Poster Area B

TUP2.PB.3: Towards Prompt-Free Segmentation of Mariculture Facilities Using an AutoPrompt-Enhanced Segment Anything Model
Yunci Xu, Lizhen Lu, Zhejiang University, China
Columbia, Poster Area B

TUP2.PB.4: RS-MAPGEN: A ROBUST REMOTE SENSING IMAGERY TO ONLINE MAP GENERATOR VIA ADVERSARIAL LEARNING WITH STATE NOISE AND SEMANTIC GUIDANCE
Jilong Tian, Fei Yang, Hao Chen, Shuang Peng, National University of Defense Technology, China
Columbia, Poster Area B

TUP2.PB.5: Land-Cover–Dependent Analysis of InSAR Coherence Learned from SAR Backscatter
Francescopaolo Sica, University of the Bundeswehr Munich, Germany; Andrea Pulella, German Aerospace Center, Germany; Michael Schmitt, University of the Bundeswehr Munich, Germany
Columbia, Poster Area B

TUP2.PB.6: MZ-GPT: Bridging AI and Agriculture for Farmer-Friendly Sustainable Zone Management
Papia Rozario, Rahul Gomes, University of Wisconsin-Eau Claire, United States; Pedro Sanchez, Debankur Sanyal, University of Arizona, United States
Columbia, Poster Area B

TUP2.PB.7: Knowledge Graph Guided SpatioTemporal Soil Nutrient Synthesis Using a Conditional Variational Autoencoder
Chaitanya Kakade, University of Pennsylvania, United States; Sanchita Gangopadhyay, Wipro Ltd., India; Ujwala Bharambe, University Of Mumbai, India; Chhaya Dhavale, NMIMS, India
Columbia, Poster Area B

TUP2.PB.8: TEMPORAL FEATURE FUSION FOR WILDFIRE SEGMENTATION IN UAV VIDEO
Dmitry Bezborodov, Neda Nazemi, Matt Revelle, Faraz Dadgostari, Montana State University, United States
Columbia, Poster Area B

TUP2.PB.9: SMINVNET A SPATIO-SPECTRAL MAMBA-LIKE LINEAR ATTENTION AND MULTI-SCALE FUSION NETWORK FOR GROUND PENETRATING RADAR IMAGE INVERSION
Yu Ma, Zhaozhao Zeng, School of Computer Science, China University of Geosciences, China; Mengxiong Tang, Hesong Hu, Guangzhou Municipal Construction Group Co.,Ltd, China; Yang Yu, Jun Li, School of Computer Science, China University of Geosciences, China
Columbia, Poster Area B

TUP2.PB.10: SATELLITE-BASED CENSUS OF MULTI-SEASON MIGRATORY WILDEBEEST POPULATIONS IN THE SERENGETI-MARA ECOSYSTEM
Zijing Wu, The University of Hong Kong, China; Zeyu Xu, Tiejun Wang, Sun Yat-sen University, China; Zhiliang Zhu, United States Geological Survey, United States; Peng Gong, The University of Hong Kong, China