AutoICE: results of the sea ice classification challenge
AutoICE: results of the sea ice classification challenge
Editor(s): Anton Korosov, Juha Karvonen, Anthony Doulgeris, Suman Singha, and Christian Haas

The Norwegian Computing Center, the Danish Meteorological Institute (DMI), the Technical University of Denmark (DTU), Polar View, the Nansen Environmental and Remote Sensing Center (NERSC), and ESA (European Space Agency) have created an extraordinary sea ice challenge, with the aim to bring together artificial intelligence (AI) and Earth observation players to address the challenge of automated sea ice mapping from Sentinel-1 synthetic aperture radar (SAR) data.

The objective of the AutoICE challenge is to advance the state of the art of sea ice parameter retrieval from SAR data, resulting in an increased capacity to derive more robust and accurate automated sea ice maps. In this challenge, we aim to push forward the new capability to retrieve multiple parameters, specifically, sea ice concentration, stage of development, and floe size (form). The relevance of these capabilities should also be seen in the context of the upcoming Copernicus next-generation Sentinel-1 SAR mission and the Copernicus Polar Expansion mission CIMR (Copernicus Imaging Microwave Radiometer).

The participants of the challenge are welcome to publish their results and approaches in a special issue dedicated to it. In addition, an overview paper will be published describing the challenge and summarizing the results.

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29 Apr 2024
Combining the U-Net model and a Multi-textRG algorithm for fine SAR ice-water classification
Yan Sun, Shaoyin Wang, Xiao Cheng, Teng Li, Chong Liu, Yufang Ye, and Xi Zhao
EGUsphere, https://doi.org/10.5194/egusphere-2024-1177,https://doi.org/10.5194/egusphere-2024-1177, 2024
Preprint under review for TC (discussion: open, 0 comments)
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08 Apr 2024
MMSeaIce: a collection of techniques for improving sea ice mapping with a multi-task model
Xinwei Chen, Muhammed Patel, Fernando J. Pena Cantu, Jinman Park, Javier Noa Turnes, Linlin Xu, K. Andrea Scott, and David A. Clausi
The Cryosphere, 18, 1621–1632, https://doi.org/10.5194/tc-18-1621-2024,https://doi.org/10.5194/tc-18-1621-2024, 2024
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12 Dec 2023
The AutoICE Challenge
Andreas R. Stokholm, Jørgen Buus-Hinkler, Tore Wulf, Anton Korosov, Roberto Saldo, Leif T. Pedersen, David Arthurs, Ionut Dragan, Iacopo Modica, Juan Pedro, Annekatrien Debien, Xinwei Chen, Muhammed Patel, Fernando J. P. Cantu, Javier N. Turnes, Jinman Park, Linlin Xu, Andrea K. Scott, David A. Clausi, Yuan Fang, Mingzhe Jiang, Saeid Taleghanidoozdoozan, Neil C. Brubacher, Armina Soleymani, Zacharie Gousseau, Michał Smaczny, Patryk Kowalski, Jacek Komorowski, David Rijlaarsdam, Jan N. van Rijn, Jens Jakobsen, Martin S. J. Rogers, Nick Hughes, Tom Zagon, Rune Solberg, Nicolas Longépé, and Matilde B. Kreiner
EGUsphere, https://doi.org/10.5194/egusphere-2023-2648,https://doi.org/10.5194/egusphere-2023-2648, 2023
Revised manuscript under review for TC (discussion: final response, 6 comments)
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