Katja Berger

Publication Activity (10 Years)

Years Active: 2017-2024
Publications (10 Years): 30

Top Topics

Gaussian Process

Top Venues

Int. J. Appl. Earth Obs. Geoinformation

Publications

Ana Belen Pascual Venteo, Jose L. Garcia, Katja Berger, José Estévez, Jorge Vicent, Adrián Pérez-Suay, Shari Van Wittenberghe, Jochem Verrelst
Gaussian Process Regression Hybrid Models for the Top-of-Atmosphere Retrieval of Vegetation Traits Applied to PRISMA and EnMAP Imagery. Remote. Sens. 16 (7) (2024)
Dávid D. Kovács, Eatidal Amin, Katja Berger, Pablo Reyes-Muñoz, Jochem Verrelst
Untangling the Causal Links between Satellite Vegetation Products and Environmental Drivers on a Global Scale by the Granger Causality Method. Remote. Sens. 15 (20) (2023)
Dávid D. Kovács, Pablo Reyes-Muñoz, Matías Salinero-Delgado, Viktor Ixion Mészáros, Katja Berger, Jochem Verrelst
Cloud-Free Global Maps of Essential Vegetation Traits Processed from the TOA Sentinel-3 Catalogue in Google Earth Engine. Remote. Sens. 15 (13) (2023)
Gabriel Caballero, Alejandro Pezzola, Cristina Winschel, Paolo Sanchez Angonova, Alejandra Casella, Luciano Orden, Matías Salinero-Delgado, Pablo Reyes-Muñoz, Katja Berger, Jesús Delegido, Jochem Verrelst
Synergy of Sentinel-1 and Sentinel-2 Time Series for Cloud-Free Vegetation Water Content Mapping with Multi-Output Gaussian Processes. Remote. Sens. 15 (7) (2023)
Gabriel Caballero, Alejandro Pezzola, Cristina Winschel, Alejandra Casella, Paolo Sanchez Angonova, Luciano Orden, Katja Berger, Jochem Verrelst, Jesús Delegido
Quantifying Irrigated Winter Wheat LAI in Argentina Using Multiple Sentinel-1 Incidence Angles. Remote. Sens. 14 (22) (2022)
Matías Salinero-Delgado, José Estévez, Luca Pipia, Santiago Belda, Katja Berger, Vanessa Paredes Gómez, Jochem Verrelst
Monitoring Cropland Phenology on Google Earth Engine Using Gaussian Process Regression. Remote. Sens. 14 (1) (2022)
Veronika Döpper, Alby D. Rocha, Katja Berger, Tobias Gränzig, Jochem Verrelst, Birgit Kleinschmit, Michael Förster
Estimating soil moisture content under grassland with hyperspectral data using radiative transfer modelling and machine learning. Int. J. Appl. Earth Obs. Geoinformation 110 (2022)
Gabriel Caballero, Alejandro Pezzola, Cristina Winschel, Alejandra Casella, Paolo Sanchez Angonova, Juan Pablo Rivera Caicedo, Katja Berger, Jochem Verrelst, Jesús Delegido
Seasonal Mapping of Irrigated Winter Wheat Traits in Argentina with a Hybrid Retrieval Workflow Using Sentinel-2 Imagery. Remote. Sens. 14 (18) (2022)
Ana Belen Pascual Venteo, Enrique Portales, Katja Berger, Giulia Tagliabue, Jose L. Garcia, Adrián Pérez-Suay, Juan Pablo Rivera Caicedo, Jochem Verrelst
Prototyping Crop Traits Retrieval Models for CHIME: Dimensionality Reduction Strategies Applied to PRISMA Data. Remote. Sens. 14 (10) (2022)
Pablo Reyes-Muñoz, Luca Pipia, Matías Salinero-Delgado, Santiago Belda, Katja Berger, José Estévez, Miguel Morata, Juan Pablo Rivera Caicedo, Jochem Verrelst
Quantifying Fundamental Vegetation Traits over Europe Using the Sentinel-3 OLCI Catalogue in Google Earth Engine. Remote. Sens. 14 (6) (2022)
Ittai Herrmann, Katja Berger
Remote and Proximal Assessment of Plant Traits. Remote. Sens. 13 (10) (2021)
Katja Berger, Andrej Halabuk, Jochem Verrelst, Matej Mojses, Katarina Gerhátová, Giulia Tagliabue, Matthias Wocher, Tobias Hank
Towards Quantifying Non-Photosynthetic Vegetation for Agriculture Using Spaceborne Imaging Spectroscopy. IGARSS (2021)
José Estévez, Katja Berger, Jorge Vicent, Juan Pablo Rivera Caicedo, Matthias Wocher, Jochem Verrelst
Top-of-Atmosphere Retrieval of Multiple Crop Traits Using Variational Heteroscedastic Gaussian Processes within a Hybrid Workflow. Remote. Sens. 13 (8) (2021)
Jochem Verrelst, Charlotte De Grave, Eatidal Amin, Pablo Reyes, Miguel Morata, Enrique Portales, Santiago Belda, Giulia Tagliabue, Cinzia Panigada, Mirco Boschetti, Gabriele Candiani, Karl Segl, Stephane Guillasso, Katja Berger, Matthias Wocher, Tobias Hank, Uwe Rascher, Claudia Isola
Prototyping Vegetation Traits Models in the Context of the Hyperspectral Chime Mission Preparation. IGARSS (2021)
Katja Berger, Juan Pablo Rivera Caicedo, Luca Martino, Matthias Wocher, Tobias Hank, Jochem Verrelst
A Survey of Active Learning for Quantifying Vegetation Traits from Terrestrial Earth Observation Data. Remote. Sens. 13 (2) (2021)
Gopal Ramdas Mahajan, Bappa Das, Dayesh Murgaokar, Ittai Herrmann, Katja Berger, Rabi N. Sahoo, Kiran Patel, Ashwini Desai, Shaiesh Morajkar, Rahul M. Kulkarni
Monitoring the Foliar Nutrients Status of Mango Using Spectroscopy-Based Spectral Indices and PLSR-Combined Machine Learning Models. Remote. Sens. 13 (4) (2021)
Jochem Verrelst, Katja Berger, Juan Pablo Rivera Caicedo
Intelligent Sampling for Vegetation Nitrogen Mapping Based on Hybrid Machine Learning Algorithms. IEEE Geosci. Remote. Sens. Lett. 18 (12) (2021)
Tobias Hank, Katja Berger, Matthias Wocher, Martin Danner, Wolfram Mauser
Introducing the Potential of the EnMAP-Box for Agricultural Applications Using Desis and Prisma Data. IGARSS (2021)
Katja Berger, Tobias Hank, Andrej Halabuk, Juan Pablo Rivera Caicedo, Matthias Wocher, Matej Mojses, Katarina Gerhátová, Giulia Tagliabue, Miguel Morata, Ana Belen Pascual Venteo, Jochem Verrelst
Assessing Non-Photosynthetic Cropland Biomass from Spaceborne Hyperspectral Imagery. Remote. Sens. 13 (22) (2021)
Matthias Wocher, Katja Berger, Martin Danner, Wolfram Mauser, Tobias Hank
RTM-based dynamic absorption integrals for the retrieval of biochemical vegetation traits. Int. J. Appl. Earth Obs. Geoinformation 93 (2020)
Katja Berger, Jochem Verrelst, Jean-Baptiste Féret, Tobias Hank, Matthias Wocher, Wolfram Mauser, Gustau Camps-Valls
Retrieval of aboveground crop nitrogen content with a hybrid machine learning method. CoRR (2020)
Katja Berger, Jochem Verrelst, Jean-Baptiste Féret, Tobias Hank, Matthias Wocher, Wolfram Mauser, Gustau Camps-Valls
Retrieval of aboveground crop nitrogen content with a hybrid machine learning method. Int. J. Appl. Earth Obs. Geoinformation 92 (2020)
Martin Danner, Katja Berger, Matthias Wocher, Wolfram Mauser, Tobias Hank
Fitted PROSAIL Parameterization of Leaf Inclinations, Water Content and Brown Pigment Content for Winter Wheat and Maize Canopies. Remote. Sens. 11 (10) (2019)
Matthias Wocher, Katja Berger, Martin Danner, Wolfram Mauser, Tobias Hank
Hyperspectral Retrieval of Canopy Water Content Through Inversion of the Beer-Lambert Law. IGARSS (2018)
Katja Berger, Clement Atzberger, Martin Danner, Guido D'Urso, Wolfram Mauser, Francesco Vuolo, Tobias Hank
Evaluation of the PROSAIL Model Capabilities for Future Hyperspectral Model Environments: A Review Study. Remote. Sens. 10 (1) (2018)
Martin Danner, Matthias Wocher, Katja Berger, Wolfram Mauser, Tobias Hank
Developing a Sandbox Environment for Prosail, Suitable for Education and Research. IGARSS (2018)
Katja Berger, Clement Atzberger, Martin Danner, Matthias Wocher, Wolfram Mauser, Tobias Hank
Model-Based Optimization of Spectral Sampling for the Retrieval of Crop Variables with the PROSAIL Model. Remote. Sens. 10 (12) (2018)
Matthias Wocher, Katja Berger, Martin Danner, Wolfram Mauser, Tobias Hank
Physically-Based Retrieval of Canopy Equivalent Water Thickness Using Hyperspectral Data. Remote. Sens. 10 (12) (2018)
Katja Berger, Zhihui Wang, Martin Danner, Matthias Wocher, Wolfram Mauser, Tobias Hank
Simulation of Spaceborne Hyperspectral Remote Sensing to Assist Crop Nitrogen Content Monitoring in Agricultural Crops. IGARSS (2018)
Martin Danner, Katja Berger, Matthias Wocher, Wolfram Mauser, Tobias Hank
Retrieval of Biophysical Crop Variables from Multi-Angular Canopy Spectroscopy. Remote. Sens. 9 (7) (2017)