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

THP1.PA: Large-scale GeoAI for Earth Observation Applications

Thursday, 13 August, 09:45 - 11:00

Location: Columbia, Poster Area A

Session Type: Poster

Session Chair: Gülsen Taskin, Istanbul Technical University

Track: AI and Big Data

Columbia, Poster Area A

THP1.PA.1: SENSING AND INFERRING URBAN TRAFFIC DYNAMICS FROM DISTRIBUTED ACOUSTIC SENSING USING DEEP LEARNING

Hao Tian, Heng Cai, Texas A&M University, United States

Columbia, Poster Area A

THP1.PA.2: LITEMAMBA-CGAN: A LIGHTWEIGHT SPATIOTEMPORAL GENERATIVE MODEL FOR GRASSLAND DEGRADATION FORECASTING FROM NDVI SEQUENCES

Zihuan Wang, Liang Lei, Yilin Zhao, Tianyi Wang, China Agricultural University, China

Columbia, Poster Area A

THP1.PA.3: EXPLAINABILITY CAN FOSTER TRUST IN ARTIFICIAL INTELLIGENCE IN GEOSCIENCE

Jesper Sören Dramsch, European Centre for Medium-Range Weather Forecasts, Germany; Monique M. Kuglitsch, Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, Germany; Miguel-Ángel Fernández-Torres, Universitat de València, Spain; Andrea Toreti, European Commission Joint Research Center, Italy; Rustem Arif Albayrak, University of Maryland Baltimore County, United States; Lorenzo Nava, University of Cambridge, United Kingdom; Saman Ghaffarian, University College London, United Kingdom; Ximeng Cheng, Jackie Ma, Wojciech Samek, Fraunhofer Institute for Telecommunications, Heinrich Hertz Institute, Germany; Rudy Venguswamy, Anirudh Koul, Pinterest, United States; Raghavan Muthuregunathan, LinkedIn, United States; Arthur Hrast Essenfelder, European Commission, Joint Research Center, Italy

Columbia, Poster Area A

THP1.PA.4: PARAMETER-INFORMED LAND USE LAND COVER CLASSIFICATION AND NDVI ESTIMATION FROM SAR INTENSITY DATA USING THE SARFORMER

Felix von Hagen, Michael Schmitt, University of the Bundeswehr Munich, Germany

Columbia, Poster Area A

THP1.PA.5: DIAGNOSING YIELD CONSTRAINTS FOR FOOD SECURITY: DELINEATING REGIONAL PRODUCTIVITY ZONES USING UNSUPERVISED LEARNING AND EXPLAINABLE AI

Abdelrahman Saleh, Ali Youssef, Nasem Badreldin, University of Manitoba, Canada

Columbia, Poster Area A

THP1.PA.6: BEYOND ACCURACY: UNCERTAINTY QUALITY ASSESSMENT OF PROBABILISTIC U-NET MODELS FOR FLOOD MAPPING

Indrajit Kalita, Boston University, United States; Debashree Devi, Indian Institute of Information Technology Guwahati, India

Columbia, Poster Area A

THP1.PA.7: Fast and Few: Prototypical Networks for Real-Time Post-Disaster Damage Assessment in Disaster Zones

Brennan Miller, Joshua Prinzel, Christopher Newport University, United States; Erika Ardiles-Cruz, US Air Force Research Laboratory, United States; Yan Lu, Christopher Newport University, United States

Columbia, Poster Area A

THP1.PA.8: EXPLAINABLE AI-DRIVEN DOMAIN ADAPTATION FOR PM2.5 ESTIMATION FROM AEROSOL OPTICAL DEPTH

Priscilla Adong, University College Dublin, Ireland; Soumyabrata Dev, Trinity College Dublin, Ireland

Columbia, Poster Area A

THP1.PA.9: SPECTRUM-GUIDED ATTENTION TRANSFORMER FOR SAR OCEAN PANOPTIC SEGMENTATION

Rong Deng, Rui Zhu, Tianwen Zhang, Gui Gao, Southwest Jiaotong University, China; Xiao Ke, University of Liverpool, China; Xiaoling Zhang, University of Electronic Science and Technology of China, China

Columbia, Poster Area A

THP1.PA.10: SHARPSPLAT: EDGE-REGULARIZED 3D GAUSSIAN SPLATTING FOR HIGH FIDELITY URBAN BUILDING RECONSTRUCTION FROM UAV IMAGES

Porus Vaid, Shivam Chopra, Vaibhav Kumar, Indian Institute of Science Education and Research Bhopal, India

Columbia, Poster Area A

THP1.PA.11: GEOMETRY-GUIDED ATTITUDE ESTIMATION OF SPACE TARGETS FROM ISAR IMAGE SEQUENCE

Weijie Wang, Pengling Tang, Zifei Li, Feng Wang, Fudan University, China

Columbia, Poster Area A

THP1.PA.12: CROSS-TEMPORAL INTERACTION NETWORK WITH HIERARCHICAL CHANGE DECODING FOR REMOTE SENSING IMAGE CHANGE DETECTION

Jie Li, China University of Geosciences, Wuhan, China; Long Yu, South China University of Technology, China; Yilin Duan, Zhaozhao Zeng, Jun Li, Wang Yuanni, China University of Geosciences, Wuhan, China