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ORCIDMarkus Reichstein
Person information
- affiliation: Max Planck Institute for Biogeochemistry, Jena, Germany
- award (2020): Gottfried Wilhelm Leibniz Prize
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2020 – today
- 2024
[c16]Vitus Benson, Claire Robin, Christian Requena-Mesa, Lázaro Alonso, Nuno Carvalhais, José Cortés, Zhihan Gao, Nora Linscheid, Mélanie Weynants, Markus Reichstein:
Multi-Modal Learning for Geospatial Vegetation Forecasting. CVPR 2024: 27788-27799- [c15]Boran Han, Shuai Zhang, Xingjian Shi, Markus Reichstein:
Bridging Remote Sensors with Multisensor Geospatial Foundation Models. CVPR 2024: 27852-27862 - [i13]Kai-Hendrik Cohrs, Gherardo Varando, Nuno Carvalhais, Markus Reichstein, Gustau Camps-Valls:
Double machine learning for causal hybrid modeling - applications in the Earth sciences. CoRR abs/2402.13332 (2024) - [i12]Boran Han, Shuai Zhang, Xingjian Shi, Markus Reichstein:
Bridging Remote Sensors with Multisensor Geospatial Foundation Models. CoRR abs/2404.01260 (2024) - [i11]Gustau Camps-Valls, Miguel-Ángel Fernández-Torres, Kai-Hendrik Cohrs, Adrian Höhl, Andrea Castelletti, Aytac Pacal, Claire Robin, Francesco Martinuzzi, Ioannis Papoutsis, Ioannis Prapas, Jorge Pérez-Aracil, Katja Weigel, Maria Gonzalez-Calabuig, Markus Reichstein, Martin Rabel, Matteo Giuliani, Miguel D. Mahecha, Oana-Iuliana Popescu, Oscar J. Pellicer-Valero, Said Ouala, Sancho Salcedo-Sanz, Sebastian Sippel, Spyros Kondylatos, Tamara Happé, Tristan Williams:
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges. CoRR abs/2406.20080 (2024) - [i10]Vitus Benson, Ana Bastos, Christian Reimers, Alexander J. Winkler, Fanny Yang, Markus Reichstein:
Atmospheric Transport Modeling of CO2 with Neural Networks. CoRR abs/2408.11032 (2024) - 2023
- [c14]Henrik Voigt, Nuno Carvalhais, Monique Meuschke, Markus Reichstein, Sina Zarrieß, Kai Lawonn:
VIST5: An Adaptive, Retrieval-Augmented Language Model for Visualization-oriented Dialog. EMNLP (Demos) 2023: 70-81 - [i9]Vitus Benson, Christian Requena-Mesa, Claire Robin, Lázaro Alonso, José Cortés, Zhihan Gao, Nora Linscheid, Mélanie Weynants
, Markus Reichstein:
Forecasting localized weather impacts on vegetation as seen from space with meteo-guided video prediction. CoRR abs/2303.16198 (2023) - 2022
- [j14]Çaglar Küçük, Sujan Koirala, Nuno Carvalhais, Diego G. Miralles, Markus Reichstein, Martin Jung:
Observation-based assessment of secondary water effects on seasonal vegetation decay across Africa. Frontiers Big Data 5 (2022) - [j13]Daniel E. Pabon-Moreno, Mirco Migliavacca, Markus Reichstein, Miguel D. Mahecha:
On the Potential of Sentinel-2 for Estimating Gross Primary Production. IEEE Trans. Geosci. Remote. Sens. 60: 1-12 (2022) - [i8]Claire Robin, Christian Requena-Mesa, Vitus Benson, Lázaro Alonso, Jeran Poehls, Nuno Carvalhais, Markus Reichstein:
Learning to forecast vegetation greenness at fine resolution over Africa with ConvLSTMs. CoRR abs/2210.13648 (2022) - 2021
- [j12]Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Markus Reichstein, Joachim Denzler:
A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model. IEEE Access 9: 107873-107883 (2021) - [c13]Christian Requena-Mesa, Vitus Benson, Markus Reichstein, Jakob Runge, Joachim Denzler:
EarthNet2021: A Large-Scale Dataset and Challenge for Earth Surface Forecasting as a Guided Video Prediction Task. CVPR Workshops 2021: 1132-1142 - [c12]Shaun Quegan, Thuy Le Toan, Jérôme Chave, Markus Reichstein, Sassan Saatchi, Hank Shugart, Mathew Williams:
The Role of the Biomass Mission in Carbon Cycle Science and Politics. IGARSS 2021: 771-774 - [i7]Christian Requena-Mesa, Vitus Benson, Markus Reichstein, Jakob Runge, Joachim Denzler:
EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task. CoRR abs/2104.10066 (2021) - [i6]Julia Gottfriedsen, Max Berrendorf, Pierre Gentine, Markus Reichstein, Katja Weigel, Birgit Hassler, Veronika Eyring:
On the Generalization of Agricultural Drought Classification from Climate Data. CoRR abs/2111.15452 (2021) - 2020
- [c11]Gustau Camps-Valls, Markus Reichstein, Xiaoxiang Zhu, Devis Tuia:
ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY. IGARSS 2020: 3979-3982 - [c10]José E. Adsuara, Adrián Pérez-Suay, Álvaro Moreno-Martínez, Gustau Camps-Valls, Guido Kraemer, Markus Reichstein, Miguel D. Mahecha:
Discovering Differential Equations from Earth Observation Data. IGARSS 2020: 3999-4002 - [i5]Gustau Camps-Valls, Dino Sejdinovic, Jakob Runge, Markus Reichstein:
A Perspective on Gaussian Processes for Earth Observation. CoRR abs/2007.01238 (2020) - [i4]Christian Requena-Mesa, Vitus Benson, Joachim Denzler, Jakob Runge, Markus Reichstein:
EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts. CoRR abs/2012.06246 (2020)
2010 – 2019
- 2019
- [j11]Basil Kraft, Martin Jung, Marco Körner, Christian Requena-Mesa, José Cortés, Markus Reichstein:
Identifying Dynamic Memory Effects on Vegetation State Using Recurrent Neural Networks. Frontiers Big Data 2: 31 (2019) - [j10]Markus Reichstein, Gustau Camps-Valls, Bjorn Stevens, Martin Jung, Joachim Denzler, Nuno Carvalhais, Prabhat:
Deep learning and process understanding for data-driven Earth system science. Nat. 566(7743): 195-204 (2019) - [j9]Yunpeng Luo, Tarek S. El-Madany, Gianluca Filippa, Xuanlong Ma, Bernhard Ahrens, Arnaud Carrara, Rosario González-Cascón, Edoardo Cremonese, Marta Galvagno, Tiana W. Hammer, Javier Pacheco-Labrador, M. Pilar Martín, Gerardo Moreno, Óscar Pérez-Priego, Markus Reichstein, Andrew D. Richardson, Christine Römermann, Mirco Migliavacca:
Correction: Luo, Y.P. et al., Using Near-Infrared Enabled Digital Repeat Photography to Track Structural and Physiological Phenology in Mediterranean Tree-Grass Ecosystems. Remote Sens. 2018, 10, 1293. Remote. Sens. 11(6): 726 (2019) - [j8]David Martini, Javier Pacheco-Labrador, Óscar Pérez-Priego, Christiaan van der Tol, Tarek S. El-Madany, Tommaso Julitta, Micol Rossini, Markus Reichstein, Jeppe R. Christiansen, Uwe Rascher, Gerardo Moreno, M. Pilar Martín, Peiqi Yang, Arnaud Carrara, Jinhong Guan, Rosario González-Cascón, Mirco Migliavacca:
Nitrogen and Phosphorus effect on Sun-Induced Fluorescence and Gross Primary Productivity in Mediterranean Grassland. Remote. Sens. 11(21): 2562 (2019) - [c9]Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler:
Predicting Landscapes from Environmental Conditions Using Generative Networks. GCPR 2019: 203-217 - [c8]Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Veronika Eyring, Markus Reichstein, Joachim Denzler:
Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection. GCPR 2019: 261-273 - [i3]Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler:
Predicting Landscapes from Environmental Conditions Using Generative Networks. CoRR abs/1909.10296 (2019) - 2018
- [j7]Mikhail Urbazaev, Felix Cremer, Mirco Migliavacca, Markus Reichstein, Christiane Schmullius, Christian Thiel:
Potential of Multi-Temporal ALOS-2 PALSAR-2 ScanSAR Data for Vegetation Height Estimation in Tropical Forests of Mexico. Remote. Sens. 10(8): 1277 (2018) - [j6]Yunpeng Luo, Tarek S. El-Madany, Gianluca Filippa, Xuanlong Ma, Bernhard Ahrens, Arnaud Carrara, Rosario González-Cascón, Edoardo Cremonese, Marta Galvagno, Tiana W. Hammer, Javier Pacheco-Labrador, María Pilar Martín, Gerardo Moreno, Óscar Pérez-Priego, Markus Reichstein, Andrew D. Richardson, Christine Römermann, Mirco Migliavacca:
Using Near-Infrared-Enabled Digital Repeat Photography to Track Structural and Physiological Phenology in Mediterranean Tree-Grass Ecosystems. Remote. Sens. 10(8): 1293 (2018) - [j5]Guido Kraemer, Markus Reichstein, Miguel D. Mahecha:
dimRed and coRanking - Unifying Dimensionality Reduction in R. R J. 10(1): 342 (2018) - [c7]Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler:
Predicting Landscapes as Seen from Space from Environmental Conditions. IGARSS 2018: 1768-1771 - [c6]Javier Pacheco-Labrador, Nuno Carvalhais, Óscar Pérez-Priego, Tarek S. El-Madany, Micol Rossini, Tommaso Julitta, Gerardo Moreno, Rosario González-Cascón, María Pilar Martín, Markus Reichstein, Arnaud Carrara, Luis Guanter, Mirco Migliavacca:
Assessing the Use of Multiple Constraints and Ancillary Data to Support Scope Model Inversion in a Experimental Grassland. IGARSS 2018: 5975-5978 - [c5]David Martini, Javier Pacheco-Labrador, Óscar Pérez-Priego, Christiaan van der Tol, Tarek S. El-Madany, Tommaso Julitta, Micol Rossini, Anatoly A. Gitelson, Markus Reichstein, Mirco Migliavacca:
Photosynthesis-Sun Induced Fluorescence Relationship in a Mediterranean Grassland. IGARSS 2018: 5979-5982 - [c4]Markus Reichstein, Simon Besnard, Nuno Carvalhais, Fabian Gans, Martin Jung, Basil Kraft, Miguel D. Mahecha:
Modelling Landsurface Time-Series with Recurrent Neural Nets. IGARSS 2018: 7640-7643 - [i2]Martin Jung, Sujan Koirala, Ulrich Weber, Kazuhito Ichii, Fabian Gans, Gustau Camps-Valls, Dario Papale, Christopher R. Schwalm, Gianluca Tramontana, Markus Reichstein:
The FLUXCOM ensemble of global land-atmosphere energy fluxes. CoRR abs/1812.04951 (2018) - 2017
- [j4]Martin Jung, Markus Reichstein, Christopher R. Schwalm, Christopher Huntingford, Stephen Sitch, Anders Ahlström, Almut Arneth, Gustau Camps-Valls, Philippe Ciais, Pierre Friedlingstein, Fabian Gans, Kazuhito Ichii, Atul K. Jain, Etsushi Kato, Dario Papale, Ben Poulter, Botond Raduly, Christian Rödenbeck, Gianluca Tramontana, Nicolas Viovy, Ying-Ping Wang, Ulrich Weber, Sönke Zaehle, Ning Zeng:
Compensatory water effects link yearly global land CO2 sink changes to temperature. Nat. 541(7638): 516-520 (2017) - 2016
- [i1]Erik Rodner, Björn Barz, Yanira Guanche, Milan Flach, Miguel D. Mahecha, Paul Bodesheim, Markus Reichstein, Joachim Denzler:
Maximally Divergent Intervals for Anomaly Detection. CoRR abs/1610.06761 (2016) - 2015
- [j3]Talie Musavi, Miguel D. Mahecha, Mirco Migliavacca, Markus Reichstein, Martine Janet van de Weg, Peter M. van Bodegom, Michael Bahn, Christian Wirth, Peter B. Reich, Franziska Schrodt, Jens Kattge:
The imprint of plants on ecosystem functioning: A data-driven approach. Int. J. Appl. Earth Obs. Geoinformation 43: 119-131 (2015) - [c3]Gustau Camps-Valls, Martin Jung, Kazuhito Ichii, Dario Papale, Gianluca Tramontana, Paul Bodesheim, Christopher R. Schwalm, Jakob Zscheischler, Miguel D. Mahecha, Markus Reichstein:
Ranking drivers of global carbon and energy fluxes over land. IGARSS 2015: 4416-4419 - 2013
- [j2]Jakob Zscheischler, Miguel D. Mahecha, Stefan Harmeling, Markus Reichstein:
Detection and attribution of large spatiotemporal extreme events in Earth observation data. Ecol. Informatics 15: 66-73 (2013) - [j1]Matthias Forkel, Nuno Carvalhais, Jan Verbesselt, Miguel D. Mahecha, Christopher S. R. Neigh, Markus Reichstein:
Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology. Remote. Sens. 5(5): 2113-2144 (2013) - 2012
- [c2]Hanhuai Shan, Jens Kattge, Peter B. Reich, Arindam Banerjee, Franziska Schrodt, Markus Reichstein:
Gap Filling in the Plant Kingdom - Trait Prediction Using Hierarchical Probabilistic Matrix Factorization. ICML 2012
2000 – 2009
- 2008
- [c1]Anna Goerner, Markus Reichstein, Serge Rambal:
Estimation of Photosynthetic Light Use Efficiency in Semi-Arid Ecosystems with the MODIS-Derived Photochemical Reflectance Index. IGARSS (3) 2008: 756-758
Coauthor Index
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last updated on 2024-10-08 20:36 CEST by the dblp team
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