Marco Körner

Postdoc, Department of Aerospace and Geodesy, Technical University Munich

Joined

July 2019

Names

Marco Körner

Emails

****@tum.de (Confirmed)

Personal Links

Google Scholar

DBLP

ORCID

Career & Education History

Postdoc

Department of Aerospace and Geodesy , Technical University Munich (tum.de)

2015 – Present

PhD student

University of Jena (uni-jena.de)

2008 – 2015

Advisors, Relations & Conflicts

Postdoc Advisor

Richard Bamler

2015 – Present

PhD Advisor

Joachim Denzler

2008 – 2015

Expertise

time-series

recurrent neural networks

lstm

gru

2015 – Present

multi-task learning

meta-learning

2015 – Present

generative models

generative adversarial networks

GAN

2015 – Present

video frame prediction

2015 – Present

remote sensing

earth observation

photogrammetry

2015 – Present

automotive

driver assistance systems

2008 – Present

Publications

Benchmarking for practice: Few-shot time-series crop-type classification on the EuroCropsML dataset
Joana Reuss, Jan Macdonald, Simon Becker, Ekaterina Gikalo, Konrad Schultka, Lorenz Richter, Marco Körner
- ISPRS Open Journal of Photogrammetry and Remote Sensing
- Readers: Everyone
Hybrid‐Modeling of Land‐Atmosphere Fluxes Using Integrated Machine Learning in the ICON‐ESM Modeling Framework
Reda ElGhawi, Christian Reimers, Reiner Schnur, Markus Reichstein, Marco Körner, Nuno Carvalhais, Alexander J. Winkler
- Journal of Advances in Modeling Earth Systems
- Readers: Everyone
Mind the Gap: Bridging Prior Shift in Realistic Few-Shot Crop-Type Classification
Joana Reuss, Ekaterina Gikalo, Marco Körner
- CoRR 2025
- Readers: Everyone
H2CM (v1.0): hybrid modeling of global water–carbon cycles constrained by atmospheric and land observations
Zavud Baghirov, Markus Reichstein, Basil Kraft, Bernhard Ahrens, Marco Körner, Martin Jung
- Crossref
- Readers: Everyone
H2MV (v1.0): global physically constrained deep learning water cycle model with vegetation
Zavud Baghirov, Martin Jung, Markus Reichstein, Marco Körner, Basil Kraft
- Geoscientific Model Development
- Readers: Everyone
Self-attention and frequency-augmentation for unsupervised domain adaptation in satellite image-based time series classification
David Gackstetter, Kang Yu, Marco Körner
- ISPRS Journal of Photogrammetry and Remote Sensing
- Readers: Everyone
Meta-learning For Few-Shot Time Series Crop Type Classification: A Benchmark On The EuroCropsML Dataset
Joana Reuss, Jan MacDonald, Simon Becker, Konrad Schultka, Lorenz Richter, Marco Körner
- CoRR 2025
- Readers: Everyone
Multitemporal and Multiscale Feature Attribution Methods to Understand the Impact of Climatic and Land Use Features on the Prediction of Groundwater Levels
Michael Engel, Stefan Kunz, Maria Wetzel, Marco Körner
- Crossref
- Readers: Everyone
Hybrid-Modeling of Land-Atmosphere Fluxes Using Machine Learning integrated in the ICON-ESM Modeling Framework
Reda ElGhawi, Christian Reimers, Reiner Schnur, Markus Reichstein, Marco Körner, Nuno Carvalhais, Alexander J. Winkler
- Crossref
- Readers: Everyone
Towards hybrid modeling of the global hydrological cycle
Basil Kraft, Martin Jung, Marco Körner, Sujan Koirala, Markus Reichstein
- Hydrology and Earth System Sciences
- Readers: Everyone

View all 94 publications

Co-Authors

View all 86 co-authors