Articles | Volume 18, issue 8
https://doi.org/10.5194/essd-18-6017-2026
https://doi.org/10.5194/essd-18-6017-2026
Data description article
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25 Aug 2026
Data description article | Highlight paper |  | 25 Aug 2026

Grounded icebergs around Antarctica: a high-resolution dataset derived from deep learning and Sentinel-1 synthetic aperture radar

Kaihong Jiao, Alexander D. Fraser, Johannes Lohse, Pat Wongpan, Caitlin Adams, and Alexander C. Bradley

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Cited articles

Abram, N., Purich, A., England, M., McCormack, F., Strugnell, J., Vance, T., Wienecke, B., and Fraser, A.: Emerging evidence of abrupt changes in the Antarctic environment, Antarctic Environments Portal, https://doi.org/10.48361/Q2P7-G949, 2025. a, b, c, d, e, f, g, h
Arrigo, K. R.: Sea ice as a habitat for primary producers, in: Sea Ice, edited by: Thomas, D. N., 352–369, https://doi.org/10.1002/9781118778371.ch14, 2016. a, b
Barbat, M. M., Wesche, C., Werhli, A. V., and Mata, M. M.: An adaptive machine learning approach to improve automatic iceberg detection from SAR images, ISPRS J. Photogramm., 156, 247–259, https://doi.org/10.1016/j.isprsjprs.2019.08.015, 2019. a
Barbat, M. M., Rackow, T., Wesche, C., Hellmer, H. H., and Mata, M. M.: Automated iceberg tracking with a machine learning approach applied to SAR imagery: A Weddell sea case study, ISPRS J. Photogramm., 172, 189–206, https://doi.org/10.1016/j.isprsjprs.2020.12.006, 2021. a, b, c
Bett, D. T., Holland, P. R., Naveira Garabato, A. C., Jenkins, A., Dutrieux, P., Kimura, S., and Fleming, A.: The Impact of the Amundsen Sea Freshwater Balance on Ocean Melting of the West Antarctic Ice Sheet, J. Geophys. Res.-Oceans, 125, https://doi.org/10.1029/2020jc016305, 2020. a, b, c, d, e
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Editorial statement
This study presents a high-resolution, continent-wide dataset of grounded icebergs around Antarctica. By providing a comprehensive inventory of 39 619 stationary icebergs, including icebergs as small as 0.016 km², it establishes a reference dataset for investigations of Antarctic coastal processes, fast ice dynamics, and marine ecosystems.
Short summary
Grounded icebergs anchor Antarctic sea ice and support marine ecosystems, yet their continent-wide distribution was previously unknown. Using satellite radar imagery and an automated artificial intelligence tool, we mapped nearly 40 000 stationary icebergs. We discovered that tiny, frequently overlooked icebergs actually dominate both the total number and area. This public dataset offers a crucial new baseline for modelling coastal ice stability and understanding broader environmental changes.
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