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Clouds frequently cover the Earth's surface and pose an omnipresent challenge to optical Earth observation methods.
Long short-term memory
Sepp Hochreiter and Jürgen Schmidhuber · 1997
Earlier work this paper cites.
A multi-temporal method for cloud detection, applied to formosat-2, ven μ \mu s, landsat and sentinel-2 images
Olivier Hagolle, Mireille Huc, D Villa Pascual, and Gérard Dedieu · 2010
Earlier work this paper cites.
Crop type mapping using spectral–temporal profiles and phenological information
Saskia Foerster, Klaus Kaden, Michael Foerster, and Sibylle Itzerott · 2012
Earlier work this paper cites.
Object-based cloud and cloud shadow detection in landsat imagery
Zhe Zhu and Curtis E Woodcock · 2012
Earlier work this paper cites.
Derivation of temporal windows for accurate crop discrimination in heterogeneous croplands of Uzbekistan using multitemporal RapidEye images
Christopher Conrad, Stefan Dech, Olena Dubovyk, Sebastian Fritsch, Doris Klein, Fabian Löw, Gunther Schorcht, and Julian Zeidler · 2014
Earlier work this paper cites.
Adam: A method for stochastic optimization
Diederik P Kingma and Jimmy Ba · 2014
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Enhancing the detectability of clouds and their shadows in multitemporal dryland landsat imagery: extending fmask
David Frantz, Achim Röder, Thomas Udelhoven, and Michael Schmidt · 2015
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Convolutional lstm network: A machine learning approach for precipitation nowcasting
Shi Xingjian, Zhourong Chen, Hao Wang, Dit-Yan Yeung, Wai-Kin Wong, and Wang-chun Woo · 2015
Cited alongside, same era.
Improvement and expansion of the fmask algorithm: Cloud, cloud shadow, and snow detection for landsats 4–7, 8, and sentinel 2 images
Zhe Zhu, Shixiong Wang, and Curtis E Woodcock · 2015
Cited alongside, same era.
Ready-to-use methods for the detection of clouds, cirrus, snow, shadow, water and clear sky pixels in sentinel-2 msi images
André Hollstein, Karl Segl, Luis Guanter, Maximilian Brell, and Marta Enesco · 2016
Temporal vegetation modelling using long short-term memory networks for crop identification from medium-resolution multi-spectral satellite images
Marc Rußwurm and Marco Körner · 2017
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Duplo: A dual view point deep learning architecture for time series classification
Roberto Interdonato, Dino Ienco, Raffaele Gaetano, and Kenji Ose · 2018
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Zhiwei Li, Huanfeng Shen, Qing Cheng, Yuhao Liu, Shucheng You, and Zongyi He · 2018
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Improvement of land-cover classification over frequently cloud-covered areas using landsat 8 time-series composites and an ensemble of supervised classifiers
Chuc Duc Man, Thuy Thanh Nguyen, Hung Quang Bui, Kristofer Lasko, and Thanh Nhat Thi Nguyen · 2018
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Cited alongside, same era.
Marc Rußwurm and Marco Körner · 2018
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