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The FLAIR #2 dataset hereby presented includes two very distinct types of data, which are exploited for a semantic segmentation task aimed at mapping land cover.
Imagenet: A large-scale hierarchical image database
Jia Deng, Wei Dong, Richard Socher, Li-Jia Li, Kai Li, and Li Fei-Fei · 2009
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Sentinel-2: Esa’s optical high-resolution mission for gmes operational services
M. Drusch, U. Del Bello, S. Carlier, O. Colin, V. Fernandez, F. Gascon, B. Hoersch, C. Isola, P. Laberinti, P. Martimort, A. Meygret, F. Spoto, O. Sy, F. Marchese, and P. Bargellini · 2012
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U-net: Convolutional networks for biomedical image segmentation
Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun · 2015
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Sen2Cor for Sentinel-2
Magdalena Main-Knorn, Bringfried Pflug, Jerome Louis, Vincent Debaecker, Uwe Müller-Wilm, and Ferran Gascon · 2017
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Segmentation models pytorch
Pavel Iakubovskii · 2019
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Panoptic segmentation of satellite image time series with convolutional temporal attention networks
Vivien Sainte Fare Garnot and Loic Landrieu · 2021
Cited alongside, same era.
Flair #1: semantic segmentation and domain adaptation dataset
Anatol Garioud, Stéphane Peillet, Eva Bookjans, Sébastien Giordano, and Boris Wattrelos · 2022
Cited alongside, same era.
https://www.pytorchlightning.ai
PyTorch Lightning · 2022
Cited alongside, same era.
Status of the World’s Soil Resources: Main Report
Food and FAO Agriculture Organization · 2023
Cited alongside, same era.
https://www.legifrance.gouv.fr/loda/article_lc/JORFARTI000043957221, 2021
Loi n° 2021-1104 du 22 août 2021 portant lutte contre le dérèglement climatique et renforcement de la résilience face à ses effets (1) · 2023
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https://www.ign.fr
Institut national de l’information géographique et forestière · 2023
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https://www.sentinel-hub.com
Sentinel Hub, Sinergise Ltd · 2023
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https://ignf.github.io/FLAIR/
French Land cover from Aerospace ImageRy, FLAIR. IGNF · 2023
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