Markus Reichstein

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 36

Top Topics

Environmental Conditions

Gaussian Process

Top Venues

Frontiers Big Data

Publications

Boran Han, Shuai Zhang, Xingjian Shi, Markus Reichstein
Bridging Remote Sensors with Multisensor Geospatial Foundation Models. CoRR (2024)
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 (2024)
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 (2024)
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 (2023)
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)
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 (2022)
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)
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 (2022)
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)
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)
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 (2021)
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 (2021)
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 (2021)
Gustau Camps-Valls, Markus Reichstein, Xiaoxiang Zhu, Devis Tuia
ADVANCING DEEP LEARNING FOR EARTH SCIENCES: FROM HYBRID MODELING TO INTERPRETABILITY. IGARSS (2020)
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)
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 (2020)
Gustau Camps-Valls, Dino Sejdinovic, Jakob Runge, Markus Reichstein
A Perspective on Gaussian Processes for Earth Observation. CoRR (2020)
Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler
Predicting Landscapes from Environmental Conditions Using Generative Networks. CoRR (2019)
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)
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 (2019)
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) (2019)
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
, 1293. Remote. Sens. 11 (6) (2019)
Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler
Predicting Landscapes from Environmental Conditions Using Generative Networks. GCPR (2019)
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) (2019)
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) (2018)
Christian Requena-Mesa, Markus Reichstein, Miguel D. Mahecha, Basil Kraft, Joachim Denzler
Predicting Landscapes as Seen from Space from Environmental Conditions. IGARSS (2018)
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)
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) (2018)
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)
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)
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 (2018)
Guido Kraemer, Markus Reichstein, Miguel D. Mahecha
dimRed and coRanking - Unifying Dimensionality Reduction in R. R J. 10 (1) (2018)
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
sink changes to temperature. Nat. 541 (7638) (2017)
Erik Rodner, Björn Barz, Yanira Guanche, Milan Flach, Miguel D. Mahecha, Paul Bodesheim, Markus Reichstein, Joachim Denzler
Maximally Divergent Intervals for Anomaly Detection. CoRR (2016)
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 (2015)
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)
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) (2013)
Jakob Zscheischler, Miguel D. Mahecha, Stefan Harmeling, Markus Reichstein
Detection and attribution of large spatiotemporal extreme events in Earth observation data. Ecol. Informatics 15 (2013)
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)
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)