Scholars@Duke
Makenna Roberts

Scholarly Works

Compilation of a Nationwide River Image Dataset for Identifying River Channels and River Rapids via Deep Learning

Journal article Remote Sensing · January 1, 2026 Highlights: What are the main findings? A new dataset of 281,024 river images from across the United States, with metadata and labeled subsets to support hydrologic research is made publicly available. Demonstrated strong performance of segmentation and cl ... Full text Cite