Here you can find all publications of our institute. You can filter by genre or year. To search for specific publications or authors, please the Publication Seach.
Book Chapter (7)
241.
Book Chapter
Reichstein, M.). John Wiley & Sons Ltd, Hoboken, New Jersey (2021)
Introduction. In: Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science, and Geosciences (Eds. Camps-Valls, G.; Tuia, D.; Zhu, X. X.; 242.
Book Chapter
Reichstein, M.). John Wiley & Sons Ltd, Hoboken, New Jersey (2021)
Emulating ecological memory with recurrent neural networks. In: Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science, and Geosciences, pp. 269 - 281 (Eds. Camps-Valls, G.; Tuia, D.; Zhu, X. X.; 243.
Book Chapter
Reichstein, M.). John Wiley & Sons Ltd, Hoboken, New Jersey (2021)
Generative adversarial networks in the Geosciences. In: Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science, and Geosciences, pp. 24 - 36 (Eds. Camps-Valls, G.; Tuia, D.; Zhu, X. X.; 244.
Book Chapter
Reichstein, M.). John Wiley & Sons Ltd, Hoboken, New Jersey (2021)
Outlook. In: Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science, and Geosciences, pp. 328 - 330 (Eds. Camps-Valls, G.; Tuia, D.; Zhu, X. X.; 245.
Book Chapter
Reichstein, M.). John Wiley & Sons Ltd, Hoboken, New Jersey (2021)
Spatio-temporal Autoencoders in Weather and Climate Research. In: Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science, and Geosciences, pp. 186 - 203 (Eds. Camps-Valls, G.; Tuia, D.; Zhu, X. X.; 246.
Book Chapter
Ground-based platforms. In: Handbook of Atmospheric Measurements, pp. 155 - 182 (Ed. Foken, T.). Springer, Cham (2021)
247.
Book Chapter
13024, pp. 48 - 62. Springer International Publishing, Cham (2021)
Conditional adversarial debiasing: Towards learning unbiased classifiers from biased data. In: Pattern Recognition. DAGM GCPR 2021. Lecture Notes in Computer Science, Vol. Conference Paper (4)
248.
Conference Paper
On the generalization of agricultural drought classification from climate data. In: NeurIPS 2021. Workshop - Tackling Climate Change with Machine Learning
On the Generalization of ML-based Agricultural Drought Classification from Climate Date, 2021. (2021)
249.
Conference Paper
Automatic plant cover estimation with convolutional neural networks. In: GI-Edition: lecture notes in informatics. Proceedings. Informatik 2021 : computer science & sustainability, Berlin / Gesellschaft für Informatik e.V. (GI) (Hrsg.) , September 27, 2021 - October 01, 2021. Ges. für Informatik, Bonn (2021)
250.
Conference Paper
EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task. In: 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW, Nashville, TN, USA , June 19, 2021 - June 25, 2021. IEEE, Nashville, TN, USA (2021)
251.
Conference Paper
Discovering differential equations from earth observation data. In: IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, pp. 3999 - 4002. IGARSS 2020 - 2020 IEEE International Geoscience and Remote Sensing Symposium, Waikoloa, HI, USA, September 26, 2020 - October 02, 2020. IEEE (2021)
Other (1)
252.
Other
Thank you to our 2020 peer reviewers, AGU Advances 2, (2021)
Preprint (1)
253.
Preprint
Non-structural carbohydrate concentrations in woody organs, but not leaves, of temperate and tropical tree angiosperms are independent of the ‘fast-slow’ plant economic spectrum. (2021)