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

WE4.R8: Datasets, Benchmarks and Standards for Scalable, Data-centric and Trustworthy Earth Observation AI

Wednesday, 12 August, 16:15 - 17:30

Location: Embassy

Session Type: Oral

Session Co-Chairs: Abhishek Potnis, Oak Ridge National Laboratory and Rajat Shinde, NASA MSFC Office of Data Science and Informatics (ODSI)

Track: Community Contributed Themes

Wed, 12 Aug, 16:15 - 16:30

WE4.R8.1: IMPROVING SATELLITE-DERIVED REMOTE SENSING REFLECTANCE USING MULTIPLE LINEAR REGRESSION WITH GLOBAL IN-SITU MATCHUPS

Murat Muhammet Savci, Ugur Alganci, Dursun Zafer Seker, Istanbul Technical University, Türkiye

Wed, 12 Aug, 16:30 - 16:45

WE4.R8.2: CLOUD-NATIVE EO ML PIPELINES: REPRODUCIBLE STAC-TO-GPU WORKFLOWS WITH HIGH-THROUGHPUT INGESTION FOR FINE-TUNING

Campbell Gregor, Tishampati Dhar, CSIRO, Australia

Wed, 12 Aug, 16:45 - 17:00

WE4.R8.3: SOSeas-Bonn Dataset: A SAR-Based Framework for Oil Spill Detection and Characterization

Patrícia C. Genovez, University of Twente, Netherlands; Ignacio R. Carreño, University of Navarra, Spain; Raian V. Maretto, Claudio Persello, Ling Chang, University of Twente, Netherlands; Guillaume Hajduch, Vincent Kerbaol, Ruben Bleriot, Collecte Localisation Satellites, France; Francisco Ponte, Pontifical Catholic University, Brazil; Cathleen E. Jones, Benjamin Holt, Jet Propulsion Laboratory, United States

Wed, 12 Aug, 17:00 - 17:15

WE4.R8.4: DATA-CENTRIC PHENOTYPING UNDER SCALE MISMATCH: A SPECTRAL-SPATIAL SEARCH MODEL

Ashutosh Pawar, Vasit Sagan, Cagri Gul, Felipe A. Lopes, Saint Louis University, United States; Babu Valliyodan, Lincoln University, United States

Wed, 12 Aug, 17:15 - 17:30

WE4.R8.5: TRUSTWORTHY MULTIMODAL EARTH OBSERVATION FOR URBAN DYNAMICS: CHALLENGES AND EVALUATION

Ujwala Bharambe, University of Mumbai, India; Kaushal Patil, University of Southern California, United States; Nagesh Heera, Afjan Jamadar, University of Mumbai, India