SeafloorAI: A Large-scale Vision-Language Dataset for Seafloor Geological Survey Kien X. Nguyen

A major obstacle to the advancements of machine learning models in marine science, particularly in sonar imagery analysis, is the scarcity of AI-ready datasets. While there have been efforts to make AI-ready sonar image dataset publicly available, they suffer from limitations in terms of environment setting and scale.