Articles | Volume 19, issue 11
https://doi.org/10.5194/tc-19-5337-2025
https://doi.org/10.5194/tc-19-5337-2025
Research article
 | 
04 Nov 2025
Research article |  | 04 Nov 2025

IceAnatomy: a benchmark dataset and methodology for automatic ice boundary extraction from radio-echo sounding data

Marcel Dreier, Moritz Koch, Nora Gourmelon, Norbert Blindow, Daniel Steinhage, Fei Wu, Thorsten Seehaus, Matthias Braun, Andreas Maier, and Vincent Christlein

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Cited articles

Alfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung: Polar aircraft Polar5 and Polar6 operated by the Alfred Wegener Institute, Journal of large-scale research facilities, 2, A87, https://doi.org/10.17815/jlsrf-2-153, 2016. a, b
Allen, C., Shi, L., Hale, R., Leuschen, C., Paden, J., Pazer, B., Arnold, E., Blake, W., Rodriguez-Morales, F., Ledford, J., and Seguin, S.: Antarctic ice depthsounding radar instrumentation for the NASA DC-8, IEEE Aerospace and Electronic Systems Magazine, 27, 4–20, https://doi.org/10.1109/MAES.2012.6196253, 2012a. a
Allen, C., Shi, L., Hale, R., Leuschen, C., Paden, J., Pazer, B., Arnold, E., Blake, W., Rodriguez-Morales, F., Ledford, J., and Seguin, S.: Antarctic ice depthsounding radar instrumentation for the NASA DC-8, IEEE Aerospace and Electronic Systems Magazine, 27, 4–20, 2012b. a, b
An, J., Huang, S., Chen, X., Xu, T., and Bai, Z.: Research progress in geophysical exploration of the Antarctic ice sheet, Earthquake Research Advances, 3, 100203, https://doi.org/10.1016/j.eqrea.2022.100203, 2023. a
Aniya, M.: Recent glacier variations of the Hielos Patagónicos, South America, and their contribution to sea-level change, Arctic, Antarctic, and Alpine Research, 31, 165–173, 1999. a
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In this paper, we present a ready-to-use benchmark dataset to train machine learning approaches for detecting ice thickness from radar data. It includes radargrams of glaciers and ice sheets alongside annotations for their air–ice and ice–bedrock boundary. Furthermore, we introduce a baseline model and evaluate the influence of several geographical and glaciological factors on the performance of our model.
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