Refined glacial lake extraction in a high-Asia region by deep neural network and superpixel-based conditional random field methods

• Published in: The Cryosphere
• Main Authors: Y. Cao, R. Pan, M. Pan, R. Lei, P. Du, X. Bai
• Format: Article in Journal/Newspaper
• Language: English
• Published: Copernicus Publications 2024
• Subjects: Environmental sciences; GE1-350; Geology; QE1-996.5; Glacial Lake; The Cryosphere
• Online Access: https://doi.org/10.5194/tc-18-153-2024; https://doaj.org/article/a5292ed4e63b4e32a46ae824b307df9e

Remote sensing extraction of glacial lakes is an effective way of monitoring water body distribution and outburst events. At present, the lack of glacial lake datasets and the edge recognition problem of semantic segmentation networks lead to poor accuracy and inaccurate outlines of glacial lakes. T...