Markus Reichstein

According to our database, Markus Reichstein authored at least 37 papers between 2008 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2024

Bridging Remote Sensors with Multisensor Geospatial Foundation Models.

Boran Han, Shuai Zhang, Xingjian Shi, Markus Reichstein

CoRR, 2024

Double machine learning for causal hybrid modeling - applications in the Earth sciences.

Kai-Hendrik Cohrs, Gherardo Varando, Nuno Carvalhais, Markus Reichstein, Gustau Camps-Valls

CoRR, 2024

2023

Forecasting localized weather impacts on vegetation as seen from space with meteo-guided video prediction.

Vitus Benson, Christian Requena-Mesa, Claire Robin, Lázaro Alonso, José Cortés, Zhihan Gao, Nora Linscheid, Mélanie Weynants, Markus Reichstein

CoRR, 2023

VIST5: An Adaptive, Retrieval-Augmented Language Model for Visualization-oriented Dialog.

Henrik Voigt, Nuno Carvalhais, Monique Meuschke, Markus Reichstein, Sina Zarrieß, Kai Lawonn

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

2022

On the Potential of Sentinel-2 for Estimating Gross Primary Production.

Daniel E. Pabon-Moreno, Mirco Migliavacca, Markus Reichstein, Miguel D. Mahecha

IEEE Trans. Geosci. Remote. Sens., 2022

Observation-based assessment of secondary water effects on seasonal vegetation decay across Africa.

Çaglar Küçük, Sujan Koirala, Nuno Carvalhais, Diego G. Miralles, Markus Reichstein, Martin Jung

Frontiers Big Data, 2022

Learning to forecast vegetation greenness at fine resolution over Africa with ConvLSTMs.

Claire Robin, Christian Requena-Mesa, Vitus Benson, Lázaro Alonso, Jeran Poehls, Nuno Carvalhais, Markus Reichstein

CoRR, 2022

2021

On the Generalization of Agricultural Drought Classification from Climate Data.

Julia Gottfriedsen, Max Berrendorf, Pierre Gentine, Markus Reichstein, Katja Weigel, Birgit Hassler, Veronika Eyring

CoRR, 2021

A Data-Driven Approach to Partitioning Net Ecosystem Exchange Using a Deep State Space Model.

Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Markus Reichstein, Joachim Denzler

IEEE Access, 2021

The Role of the Biomass Mission in Carbon Cycle Science and Politics.

Shaun Quegan, Thuy Le Toan, Jérôme Chave, Markus Reichstein, Sassan Saatchi, Hank Shugart, Mathew Williams

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

EarthNet2021: A Large-Scale Dataset and Challenge for Earth Surface Forecasting as a Guided Video Prediction Task.

Christian Requena-Mesa, Vitus Benson, Markus Reichstein, Jakob Runge, Joachim Denzler

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition Workshops, 2021

2020

EarthNet2021: A novel large-scale dataset and challenge for forecasting localized climate impacts.

Christian Requena-Mesa, Vitus Benson, Joachim Denzler, Jakob Runge, Markus Reichstein

CoRR, 2020

A Perspective on Gaussian Processes for Earth Observation.

Gustau Camps-Valls, Dino Sejdinovic, Jakob Runge, Markus Reichstein

CoRR, 2020

ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY.

Gustau Camps-Valls, Markus Reichstein, Xiaoxiang Zhu, Devis Tuia

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

Discovering Differential Equations from Earth Observation Data.

José E. Adsuara, Adrián Pérez-Suay, Álvaro Moreno-Martínez, Gustau Camps-Valls, Guido Kraemer, Markus Reichstein, Miguel D. Mahecha

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

2019

Nitrogen and Phosphorus effect on Sun-Induced Fluorescence and Gross Primary Productivity in Mediterranean Grassland.

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

Remote. Sens., 2019

Correction: Luo, Y.P. et al., Using Near-Infrared Enabled Digital Repeat Photography to Track Structural and Physiological Phenology in Mediterranean Tree-Grass Ecosystems. <i>Remote Sens.</i> 2018, <i>10</i>, 1293.

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

Remote. Sens., 2019

Deep learning and process understanding for data-driven Earth system science.

Markus Reichstein, Gustau Camps-Valls, Bjorn Stevens, Martin Jung, Joachim Denzler, Nuno Carvalhais, Prabhat

Nat., 2019

Identifying Dynamic Memory Effects on Vegetation State Using Recurrent Neural Networks.

Basil Kraft, Martin Jung, Marco Körner, Christian Requena-Mesa, José Cortés, Markus Reichstein

Frontiers Big Data, 2019

Nonlinear Causal Link Estimation Under Hidden Confounding with an Application to Time Series Anomaly Detection.

Violeta Teodora Trifunov, Maha Shadaydeh, Jakob Runge, Veronika Eyring, Markus Reichstein, Joachim Denzler

Proceedings of the Pattern Recognition, 2019

Predicting Landscapes from Environmental Conditions Using Generative Networks.

Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler

Proceedings of the Pattern Recognition, 2019

2018

dimRed and coRanking - Unifying Dimensionality Reduction in R.

Guido Kraemer, Markus Reichstein, Miguel D. Mahecha

R J., 2018

Potential of Multi-Temporal ALOS-2 PALSAR-2 ScanSAR Data for Vegetation Height Estimation in Tropical Forests of Mexico.

Mikhail Urbazaev, Felix Cremer, Mirco Migliavacca, Markus Reichstein, Christiane Schmullius, Christian Thiel

Remote. Sens., 2018

Using Near-Infrared-Enabled Digital Repeat Photography to Track Structural and Physiological Phenology in Mediterranean Tree-Grass Ecosystems.

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

Remote. Sens., 2018

The FLUXCOM ensemble of global land-atmosphere energy fluxes.

Martin Jung, Sujan Koirala, Ulrich Weber, Kazuhito Ichii, Fabian Gans, Gustau Camps-Valls, Dario Papale, Christopher R. Schwalm, Gianluca Tramontana, Markus Reichstein

CoRR, 2018

Predicting Landscapes as Seen from Space from Environmental Conditions.

Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Modelling Landsurface Time-Series with Recurrent Neural Nets.

Markus Reichstein, Simon Besnard, Nuno Carvalhais, Fabian Gans, Martin Jung, Basil Kraft, Miguel D. Mahecha

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Assessing the Use of Multiple Constraints and Ancillary Data to Support Scope Model Inversion in a Experimental Grassland.

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

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Photosynthesis-Sun Induced Fluorescence Relationship in a Mediterranean Grassland.

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

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017

Compensatory water effects link yearly global land CO₂ sink changes to temperature.

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

Nat., 2017

2016

Maximally Divergent Intervals for Anomaly Detection.

Erik Rodner, Björn Barz, Yanira Guanche, Milan Flach, Miguel D. Mahecha, Paul Bodesheim, Markus Reichstein, Joachim Denzler

CoRR, 2016

2015

The imprint of plants on ecosystem functioning: A data-driven approach.

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

Int. J. Appl. Earth Obs. Geoinformation, 2015

Ranking drivers of global carbon and energy fluxes over land.

Gustau Camps-Valls, Martin Jung, Kazuhito Ichii, Dario Papale, Gianluca Tramontana, Paul Bodesheim, Christopher R. Schwalm, Jakob Zscheischler, Miguel D. Mahecha, Markus Reichstein

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

2013

Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology.

Matthias Forkel, Nuno Carvalhais, Jan Verbesselt, Miguel D. Mahecha, Christopher S. R. Neigh, Markus Reichstein

Remote. Sens., 2013

Detection and attribution of large spatiotemporal extreme events in Earth observation data.

Jakob Zscheischler, Miguel D. Mahecha, Stefan Harmeling, Markus Reichstein

Ecol. Informatics, 2013

2012

Gap Filling in the Plant Kingdom - Trait Prediction Using Hierarchical Probabilistic Matrix Factorization.

Hanhuai Shan, Jens Kattge, Peter B. Reich, Arindam Banerjee, Franziska Schrodt, Markus Reichstein

Proceedings of the 29th International Conference on Machine Learning, 2012

2008

Estimation of Photosynthetic Light Use Efficiency in Semi-Arid Ecosystems with the MODIS-Derived Photochemical Reflectance Index.

Anna Goerner, Markus Reichstein, Serge Rambal

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008