FR4.M3: Self-Supervised Learning and Foundation Models for Advancing Remote Sensing and Geospatial Applications
Friday, 8 August, 15:45 - 17:00
Location: Room M3
Session Type: Oral
Track: AI and Big Data
Fri, 8 Aug, 15:45 - 16:00

FR4.M3.1: A PLASTICITY-AWARE METHOD FOR CONTINUAL SELF-SUPERVISED LEARNING IN REMOTE SENSING
Lars Möllenbrok, Behnood Rasti, Begüm Demir, Technische Universität Berlin, Germany
Fri, 8 Aug, 16:00 - 16:15

FR4.M3.2: Harnessing Self-Supervised Deep Learning and Geostationary Remote Sensing for Advancing Wildfire and Associated Air Quality Monitoring: Improved Smoke and Fire Front Masking using GOES and TEMPO Radiance Data

Nicholas LaHaye, Spatial Informatics Group, LLC, United States; Xiaohua Pan, Hazem Mahmoud, ADNET systems, INC., United States; Thilanka Munashinge, University at Albany, United States; Gonzalo Gonzalez Abad, Harvard & Smithsonian, United States; Jennifer Wei, NASA Goddard Space Flight Center, United States; Hugo Lee, California Institute of Technology, United States
Fri, 8 Aug, 16:15 - 16:30

FR4.M3.3: TERRATORCH: THE GEOSPATIAL FOUNDATION MODELS TOOLKIT
Carlos Gomes, Benedikt Blumenstiel, IBM Research Europe, Switzerland; Joao Lucas de Sousa Almeida, Pedro Henrique de Oliveira, IBM Research Brazil, Brazil; Paolo Fraccaro, Francesc Marti Escofet, IBM Research Europe, United Kingdom; Daniela Szwarcman, IBM Research Brazil, Brazil; Romeo Kienzler, IBM Research Europe, Switzerland; Bianca Zadrozny, IBM Research Brazil, Brazil
Fri, 8 Aug, 16:30 - 16:45

FR4.M3.4: A LIGHTWEIGHT FINE-TUNING FOUNDATION MODELS FOR MULTI-TASK CHANGE DETECTION USING REMOTE SENSING IMAGES
Tengxi Wang, The Hong Kong University of Science and Technology (Guangzhou), China; Hu Ding, South China Normal University, China; Wufan Zhao, The Hong Kong University of Science and Technology (Guangzhou), China
Fri, 8 Aug, 16:45 - 17:00

FR4.M3.5: WHICH IS THE BEST LLM FOR GEOSCIENCES?
Vitor Hugo, Otávio Parraga, PUCRS, Brazil; Ademir Marques Junior, Unisinos, Brazil; Andre L. Durante Spigolon, George de Barros, CENPES, Brazil; Luis Gonzaga Jr, Maurício Roberto Veronez, Unisinos, Brazil; Rodrigo C. Barros, Lucas Silveira Kupssinskü, PUCRS, Brazil