Leveraging Pre-trained Vision Foundation Models for Geophysical Data Processing and Interpretation
Bureau of Economic Geology via YouTube
Overview
Watch a 53-minute technical lecture exploring how foundation models from computer vision can be adapted for geoscience applications, presented by Dr. Xinming Wu from the University of Science and Technology of China. Learn about innovative approaches to overcome challenges in geoscientific data analysis, including the lack of curated training datasets and high computational costs. Discover a practical workflow that repurposes existing computer vision foundation models through fine-tuning, making them effective for specialized geoscientific tasks while reducing development costs. Examine real-world applications demonstrating how these adapted models successfully process and interpret diverse geoscientific data, including lunar images, seismic data, and DAS arrays.
Syllabus
Leveraging pre-trained vision foundation models for geophysical data processing and interpretation
Taught by
Bureau of Economic Geology