Jochem Verrelst

123 papers C 23Journal 94Unranked 6
YearRankTypeTitle / Venue / Authors
2025 J jnl
Evaluation and improvement of Copernicus HR-VPP product for crop phenology monitoring.
Comput. Electron. Agric.
Egor Prikaziuk, Cláudio F. Silva, Gerbrand Koren, Zhanzhang Cai, Katja Berger, Santiago Belda, Lukas Valentin Graf, Enrico Tomelleri, Jochem Verrelst, Joel Segarra, Dessislava Ganeva
2025 J jnl
PyEOGPR: A Python package for vegetation trait mapping with Gaussian Process Regression on Earth observation cloud platforms.
Ecol. Informatics
Dávid D. Kovács, Emma De Clerck, Jochem Verrelst
2025 J jnl
Retrieval of crop traits using PROSAIL-based hybrid radiative transfer model and EnMAP hyperspectral data.
Int. J. Appl. Earth Obs. Geoinformation
Prachi Singh, Prashant K. Srivastava, Prakash Kumar Jha, Jochem Verrelst, Pashupati Nath Singh, Rajendra Prasad
2024 J jnl
Assimilating Satellite-Based Biophysical Variables Data into AquaCrop Model for Silage Maize Yield Estimation Using Water Cycle Algorithm.
Remote. Sens.
Elahe Akbari, Ali Darvishi Boloorani, Jochem Verrelst, Stefano Pignatti
2024 C conf
Estimating Mangrove Leaf Area Index from Sentinel-2 Imagery Using Inform Radiative Transfer Model.
IGARSS
Somnath Paramanik, Mukunda Dev Behera, Jochem Verrelst, Clement Atzberger, Jadunandan Dash
2024 J jnl
Estimation of wheat biophysical variables through UAV hyperspectral remote sensing using machine learning and radiative transfer models.
Comput. Electron. Agric.
Rabi N. Sahoo, Rajan G. Rejith, Shalini Gakhar, Jochem Verrelst, Rajeev Ranjan, Tarun Kondraju, Mahesh C. Meena, Joydeep Mukherjee, Anchal Dass, Sudhir Kumar, Mahesh Kumar, Raju Dhandapani, Viswanathan Chinnusamy
2024 J jnl
Gaussian Process Regression Hybrid Models for the Top-of-Atmosphere Retrieval of Vegetation Traits Applied to PRISMA and EnMAP Imagery.
Remote. Sens.
Ana Belen Pascual Venteo, Jose L. Garcia, Katja Berger, José Estévez, Jorge Vicent, Adrián Pérez-Suay, Shari Van Wittenberghe, Jochem Verrelst
2024 J jnl
In-season forecasting of within-field grain yield from Sentinel-2 time series data.
Int. J. Appl. Earth Obs. Geoinformation
Eatidal Amin, Luca Pipia, Santiago Belda, Gregor Perich, Lukas Valentin Graf, Helge Aasen, Shari Van Wittenberghe, José F. Moreno, Jochem Verrelst
2024 J jnl
Mapping mangrove functional traits from Sentinel-2 imagery based on hybrid models coupled with active learning strategies.
Int. J. Appl. Earth Obs. Geoinformation
Mingming Jia, Xianxian Guo, Lin Zhang, Mao Wang, Wenqing Wang, Chunyan Lu, Chuanpeng Zhao, Rong Zhang, Ming Wang, Hengqi Yan, Zongming Wang, Jochem Verrelst
2024 J jnl
Monitoring Biophysical Variables (FVC, LAI, LCab, and CWC) and Cropland Dynamics at Field Scale Using Sentinel-2 Time Series.
Remote. Sens.
Reza Hassanpour, Abolfazl Majnooni-Heris, Ahmad Fakheri Fard, Jochem Verrelst
2024 J jnl
Monitoring of Plant Ecological Units Cover Dynamics in a Semiarid Landscape from Past to Future Using Multi-Layer Perceptron and Markov Chain Model.
Remote. Sens.
Masoumeh Aghababaei, Ataollah Ebrahimi, Ali Asghar Naghipour, Esmaeil Asadi, Jochem Verrelst
2024 J jnl
Multi-decadal temporal reconstruction of Sentinel-3 OLCI-based vegetation products with multi-output Gaussian process regression.
Ecol. Informatics
Dávid D. Kovács, Pablo Reyes-Muñoz, Katja Berger, Viktor Ixion Mészáros, Gabriel Caballero, Jochem Verrelst
2024 J jnl
Multioutput Feature Selection for Emulation and Sensitivity Analysis.
IEEE Trans. Geosci. Remote. Sens.
Jorge Vicent Servera, Luca Martino, Jochem Verrelst, Juan Pablo Rivera Caicedo, Gustau Camps-Valls
2023 J jnl
Biophysical Variable Retrieval of Silage Maize with Gaussian Process Regression and Hyperparameter Optimization Algorithms.
Remote. Sens.
Elahe Akbari, Ali Darvishi Boloorani, Jochem Verrelst, Stefano Pignatti, Najmeh Neysani Samany, Saeid Soufizadeh, Saeid Hamzeh
2023 J jnl
Cloud-Free Global Maps of Essential Vegetation Traits Processed from the TOA Sentinel-3 Catalogue in Google Earth Engine.
Remote. Sens.
Dávid D. Kovács, Pablo Reyes-Muñoz, Matías Salinero-Delgado, Viktor Ixion Mészáros, Katja Berger, Jochem Verrelst
2023 J jnl
Deciphering maize vertical leaf area profiles by fusing spectral imagery data and a bell-shaped function.
Int. J. Appl. Earth Obs. Geoinformation
Jinpeng Cheng, Shaoyu Han, Jochem Verrelst, Chunjiang Zhao, Na Zhang, Yu Zhao, Lei Lei, Han Wang, Guijun Yang, Hao Yang
2023 J jnl
High resolution retrieval of leaf chlorophyll content over Himalayan pine forest using Visible/IR sensors mounted on UAV and radiative transfer model.
Ecol. Informatics
Prachi Singh, Prashant K. Srivastava, Jochem Verrelst, R. K. Mall, Juan Pablo Rivera, Vikas Dugesar, Rajendra Prasad
2023 J jnl
Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models.
IEEE Trans. Geosci. Remote. Sens.
Jorge Vicent Servera, Luca Martino, Jochem Verrelst, Gustau Camps-Valls
2023 J jnl
Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like Imagery With Uncertainty.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Miguel Morata, Bastian Siegmann, Adrián Pérez-Suay, José Luis García-Soria, Juan Pablo Rivera Caicedo, Jochem Verrelst
2023 J jnl
Optimizing the Retrieval of Wheat Crop Traits from UAV-Borne Hyperspectral Image with Radiative Transfer Modelling Using Gaussian Process Regression.
Remote. Sens.
Rabi N. Sahoo, Shalini Gakhar, Rajan G. Rejith, Jochem Verrelst, Rajeev Ranjan, Tarun Kondraju, Mahesh C. Meena, Joydeep Mukherjee, Anchal Daas, Sudhir Kumar, Mahesh Kumar, Raju Dhandapani, Viswanathan Chinnusamy
2023 J jnl
Satellite-Based Estimation of Soil Moisture Content in Croplands: A Case Study in Golestan Province, North of Iran.
Remote. Sens.
Soraya Bandak, Seyed Ali Reza Movahedi Naeini, Chooghi Bairam Komaki, Jochem Verrelst, Mohammad Kakooei, Mohammad Ali Mahmoodi
2023 J jnl
Simultaneous retrieval of sugarcane variables from Sentinel-2 data using Bayesian regularized neural network.
Int. J. Appl. Earth Obs. Geoinformation
Mohammad Hajeb, Saeid Hamzeh, Seyed Kazem Alavipanah, Lamya Neissi, Jochem Verrelst
2023 J jnl
Spatial and Temporal Analysis of Water Quality in High Andean Lakes with Sentinel-2 Satellite Automatic Water Products.
Sensors
Johanna Elizabeth Ayala Izurieta, Andrés Agustín Beltrán Dávalos, Carlos Arturo Jara Santillán, Sofía Carolina Godoy Ponce, Shari Van Wittenberghe, Jochem Verrelst, Jesús Delegido
2023 J jnl
Synergy of Sentinel-1 and Sentinel-2 Time Series for Cloud-Free Vegetation Water Content Mapping with Multi-Output Gaussian Processes.
Remote. Sens.
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
2023 J jnl
Untangling the Causal Links between Satellite Vegetation Products and Environmental Drivers on a Global Scale by the Granger Causality Method.
Remote. Sens.
Dávid D. Kovács, Eatidal Amin, Katja Berger, Pablo Reyes-Muñoz, Jochem Verrelst
2022 C conf
Emulation of Synthetic Hyperspectral Sentinel-2-Like Reflectance Images Using Neural Networks.
IGARSS
Miguel Morata, Bastian Siegmann, Adrián Pérez-Suay, Juan Pablo Rivera Caicedo, Jochem Verrelst
2022 J jnl
Estimating soil moisture content under grassland with hyperspectral data using radiative transfer modelling and machine learning.
Int. J. Appl. Earth Obs. Geoinformation
Veronika Döpper, Alby D. Rocha, Katja Berger, Tobias Gränzig, Jochem Verrelst, Birgit Kleinschmit, Michael Förster
2022 J jnl
Evaluation of Hybrid Models to Estimate Chlorophyll and Nitrogen Content of Maize Crops in the Framework of the Future CHIME Mission.
Remote. Sens.
Gabriele Candiani, Giulia Tagliabue, Cinzia Panigada, Jochem Verrelst, Valentina Picchi, Juan Pablo Rivera Caicedo, Mirco Boschetti
2022 J jnl
Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape.
Remote. Sens.
Masoumeh Aghababaei, Ataollah Ebrahimi, Ali Asghar Naghipour, Esmaeil Asadi, Adrián Pérez-Suay, Miguel Morata, Jose L. Garcia, Juan Pablo Rivera Caicedo, Jochem Verrelst
2022 C conf
LAI and Leaf Chlorophyll Content Retrieval Under Changing Spatial Scale Using a UAV-Mounted Multispectral Camera.
IGARSS
Erekle Chakhvashvili, Juliane Bendig, Bastian Siegmann, Onno Muller, Jochem Verrelst, Uwe Rascher
2022 J jnl
Monitoring Cropland Phenology on Google Earth Engine Using Gaussian Process Regression.
Remote. Sens.
Matías Salinero-Delgado, José Estévez, Luca Pipia, Santiago Belda, Katja Berger, Vanessa Paredes Gómez, Jochem Verrelst
2022 J jnl
Multi-Season Phenology Mapping of Nile Delta Croplands Using Time Series of Sentinel-2 and Landsat 8 Green LAI.
Remote. Sens.
Eatidal Amin, Santiago Belda, Luca Pipia, Zoltan Szantoi, Ahmed El Baroudy, José Moreno, Jochem Verrelst
2022 C conf
Paving the Road to Flex and Biomass: The Land Surface Carbon Constellation Study.
IGARSS
Nemesio Rodriguez-Fernandez, Martin Barbier, Jochem Verrelst, Hannakaisa Lindqvist, Emanuel Bueechi, Pablo Reyes-Muñoz, Arnaud Mialon, Mariette Vreugdenhil, Wouter Dorigo, Alexandre Bouvet, Yann Kerr, Michael Voßbeck, Thomas Kaminski, Marko Scholze
2022 J jnl
Prototyping Crop Traits Retrieval Models for CHIME: Dimensionality Reduction Strategies Applied to PRISMA Data.
Remote. Sens.
Ana Belen Pascual Venteo, Enrique Portales, Katja Berger, Giulia Tagliabue, Jose L. Garcia, Adrián Pérez-Suay, Juan Pablo Rivera Caicedo, Jochem Verrelst
2022 J jnl
Quantifying Fundamental Vegetation Traits over Europe Using the Sentinel-3 OLCI Catalogue in Google Earth Engine.
Remote. Sens.
Pablo Reyes-Muñoz, Luca Pipia, Matías Salinero-Delgado, Santiago Belda, Katja Berger, José Estévez, Miguel Morata, Juan Pablo Rivera Caicedo, Jochem Verrelst
2022 J jnl
Quantifying Irrigated Winter Wheat LAI in Argentina Using Multiple Sentinel-1 Incidence Angles.
Remote. Sens.
Gabriel Caballero, Alejandro Pezzola, Cristina Winschel, Alejandra Casella, Paolo Sanchez Angonova, Luciano Orden, Katja Berger, Jochem Verrelst, Jesús Delegido
2022 J jnl
Retrieval of Crop Variables from Proximal Multispectral UAV Image Data Using PROSAIL in Maize Canopy.
Remote. Sens.
Erekle Chakhvashvili, Bastian Siegmann, Onno Muller, Jochem Verrelst, Juliane Bendig, Thorsten Kraska, Uwe Rascher
2022 J jnl
Seasonal Mapping of Irrigated Winter Wheat Traits in Argentina with a Hybrid Retrieval Workflow Using Sentinel-2 Imagery.
Remote. Sens.
Gabriel Caballero, Alejandro Pezzola, Cristina Winschel, Alejandra Casella, Paolo Sanchez Angonova, Juan Pablo Rivera Caicedo, Katja Berger, Jochem Verrelst, Jesús Delegido
2022 J jnl
Systematic Assessment of MODTRAN Emulators for Atmospheric Correction.
IEEE Trans. Geosci. Remote. Sens.
Jorge Vicent Servera, Juan Pablo Rivera Caicedo, Jochem Verrelst, Jordi Muñoz-Marí, Neus Sabater, Béatrice Berthelot, Gustau Camps-Valls, José F. Moreno
2021 J jnl
A Survey of Active Learning for Quantifying Vegetation Traits from Terrestrial Earth Observation Data.
Remote. Sens.
Katja Berger, Juan Pablo Rivera Caicedo, Luca Martino, Matthias Wocher, Tobias Hank, Jochem Verrelst
2021 J jnl
Assessing Non-Photosynthetic Cropland Biomass from Spaceborne Hyperspectral Imagery.
Remote. Sens.
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
2021 J jnl
Classification of Plant Ecological Units in Heterogeneous Semi-Steppe Rangelands: Performance Assessment of Four Classification Algorithms.
Remote. Sens.
Masoumeh Aghababaei, Ataollah Ebrahimi, Ali Asghar Naghipour, Esmaeil Asadi, Jochem Verrelst
2021 J jnl
Comparison of Crop Trait Retrieval Strategies Using UAV-Based VNIR Hyperspectral Imaging.
Remote. Sens.
Asmaa Abdelbaki, Martin Schlerf, Rebecca Retzlaff, Miriam Machwitz, Jochem Verrelst, Thomas Udelhoven
2021 J jnl
Crop Nitrogen Retrieval Methods for Simulated Sentinel-2 Data Using In-Field Spectrometer Data.
Remote. Sens.
Gregor Perich, Helge Aasen, Jochem Verrelst, Francesco Argento, Achim Walter, Frank Liebisch
2021 C conf
Crop Phenology Retrieval Through Gaussian Process Regression.
IGARSS
Santiago Belda, Luca Pipia, Eatidal Amin, Matías Salinero, Pablo Reyes, Jochem Verrelst
2021 J jnl
Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the HyPlant Airborne Imaging Spectrometer.
Remote. Sens.
Miguel Morata, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Jochem Verrelst
2021 C conf
Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the Hyplant Airborne Imaging Spectrometer.
IGARSS
Miguel Morata, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Jochem Verrelst
2021 J jnl
Estimating the phenological dynamics of irrigated rice leaf area index using the combination of PROSAIL and Gaussian Process Regression.
Int. J. Appl. Earth Obs. Geoinformation
Oluseun Adeluyi, Angela Harris, Jochem Verrelst, Timothy Foster, Gareth D. Clay
2021 C conf
First Results of Hyperspectral Scene Generation in Preparation of the Chime Imaging Spectrometer Mission.
IGARSS
Helena Burriel, Luis Alonso, José Moreno, Jochem Verrelst, Francisco Javier Albiol
2021 J jnl
Green LAI Mapping and Cloud Gap-Filling Using Gaussian Process Regression in Google Earth Engine.
Remote. Sens.
Luca Pipia, Eatidal Amin, Santiago Belda, Matías Salinero-Delgado, Jochem Verrelst
2021 J jnl
Intelligent Sampling for Vegetation Nitrogen Mapping Based on Hybrid Machine Learning Algorithms.
IEEE Geosci. Remote. Sens. Lett.
Jochem Verrelst, Katja Berger, Juan Pablo Rivera Caicedo
2021 C conf
Mapping Essential Vegetation Variables Over Europe Using Gaussian Process Regression and Sentinel-3 Data in Google Earth Engine.
IGARSS
Pablo Reyes-Muñoz, Luca Pipia, Matías Salinero-Delgado, Charlotte De Grave, José Estévez, Santiago Belda, Jochem Verrelst
2021 C conf
Prototyping Vegetation Traits Models in the Context of the Hyperspectral Chime Mission Preparation.
IGARSS
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
2021 J jnl
Retrieving and Validating Leaf and Canopy Chlorophyll Content at Moderate Resolution: A Multiscale Analysis with the Sentinel-3 OLCI Sensor.
Remote. Sens.
Charlotte De Grave, Luca Pipia, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, José Moreno, Jochem Verrelst
2021 J jnl
Top-of-Atmosphere Retrieval of Multiple Crop Traits Using Variational Heteroscedastic Gaussian Processes within a Hybrid Workflow.
Remote. Sens.
José Estévez, Katja Berger, Jorge Vicent, Juan Pablo Rivera Caicedo, Matthias Wocher, Jochem Verrelst
2021 C conf
Towards Quantifying Non-Photosynthetic Vegetation for Agriculture Using Spaceborne Imaging Spectroscopy.
IGARSS
Katja Berger, Andrej Halabuk, Jochem Verrelst, Matej Mojses, Katarina Gerhátová, Giulia Tagliabue, Matthias Wocher, Tobias Hank
2021 J jnl
Vegetation Types Mapping Using Multi-Temporal Landsat Images in the Google Earth Engine Platform.
Remote. Sens.
Masoumeh Aghababaei, Ataollah Ebrahimi, Ali Asghar Naghipour, Esmaeil Asadi, Jochem Verrelst
2020 J jnl
Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval.
CoRR
Jochem Verrelst, Sara Dethier, Juan Pablo Rivera, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno
2020 J jnl
Assessment of Workflow Feature Selection on Forest LAI Prediction with Sentinel-2A MSI, Landsat 7 ETM+ and Landsat 8 OLI.
Remote. Sens.
Benjamin Brede, Jochem Verrelst, Jean-Philippe Gastellu-Etchegorry, Jan G. P. W. Clevers, Leo Goudzwaard, Jan den Ouden, Jan Verbesselt, Martin Herold
2020 J jnl
DATimeS: A machine learning time series GUI toolbox for gap-filling and vegetation phenology trends detection.
Environ. Model. Softw.
Santiago Belda, Luca Pipia, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Eatidal Amin, Charlotte De Grave, Jochem Verrelst
2020 J jnl
Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes.
CoRR
Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno
2020 J jnl
Estimation of leaf area index using PROSAIL based LUT inversion, MLRA-GPR and empirical models: Case study of tropical deciduous forest plantation, North India.
Int. J. Appl. Earth Obs. Geoinformation
Sanjiv K. Sinha, Hitendra Padalia, Anindita Dasgupta, Jochem Verrelst, Juan Pablo Rivera
2020 J jnl
Fusing Optical and SAR time series for LAI gap filling with multioutput Gaussian processes.
CoRR
Luca Pipia, Jordi Muñoz-Marí, Eatidal Amin, Santiago Belda, Gustau Camps-Valls, Jochem Verrelst
2020 J jnl
Gradient-based Automatic Look-Up Table Generator for Atmospheric Radiative Transfer Models.
CoRR
Jorge Vicent, Luis Alonso, Luca Martino, Neus Sabater, Jochem Verrelst, Gustau Camps-Valls
2020 J jnl
Optimal Spectral Wavelengths for Discriminating Orchard Species Using Multivariate Statistical Techniques.
Remote. Sens.
Mozhgan Abbasi, Jochem Verrelst, Mohsen Mirzaei, Safar Marofi, Hamid Reza Riyahi Bakhtiari
2020 J jnl
Retrieval of aboveground crop nitrogen content with a hybrid machine learning method.
Int. J. Appl. Earth Obs. Geoinformation
Katja Berger, Jochem Verrelst, Jean-Baptiste Féret, Tobias Hank, Matthias Wocher, Wolfram Mauser, Gustau Camps-Valls
2020 J jnl
Retrieval of aboveground crop nitrogen content with a hybrid machine learning method.
CoRR
Katja Berger, Jochem Verrelst, Jean-Baptiste Féret, Tobias Hank, Matthias Wocher, Wolfram Mauser, Gustau Camps-Valls
2020 J jnl
Spectral band selection for vegetation properties retrieval using Gaussian processes regression.
CoRR
Jochem Verrelst, Juan Pablo Rivera, Anatoly A. Gitelson, Jesús Delegido, José F. Moreno, Gustau Camps-Valls
2020 J jnl
Transboundary Basins Need More Attention: Anthropogenic Impacts on Land Cover Changes in Aras River Basin, Monitoring and Prediction.
Remote. Sens.
Sajad Khoshnoodmotlagh, Jochem Verrelst, Alireza Daneshi, Mohsen Mirzaei, Hossein Azadi, Mohammad Haghighi, Masoud Hatamimanesh, Safar Marofi
2020 J jnl
Urban Heat Island Monitoring and Impacts on Citizen's General Health Status in Isfahan Metropolis: A Remote Sensing and Field Survey Approach.
Remote. Sens.
Mohsen Mirzaei, Jochem Verrelst, Mohsen Arbabi, Zohreh Shaklabadi, Masoud Lotfizadeh
2019 J jnl
Approximating Empirical Surface Reflectance Data through Emulation: Opportunities for Synthetic Scene Generation.
Remote. Sens.
Jochem Verrelst, Juan Pablo Rivera Caicedo, Jorge Vicent, Pablo Morcillo Pallarés, José Moreno
2019 J jnl
Eco-Friendly Estimation of Heavy Metal Contents in Grapevine Foliage Using In-Field Hyperspectral Data and Multivariate Analysis.
Remote. Sens.
Mohsen Mirzaei, Jochem Verrelst, Safar Marofi, Mozhgan Abbasi, Hossein Azadi
2019 J jnl
Global Sensitivity Analysis of Leaf-Canopy-Atmosphere RTMs: Implications for Biophysical Variables Retrieval from Top-of-Atmosphere Radiance Data.
Remote. Sens.
Jochem Verrelst, Jorge Vicent, Juan Pablo Rivera Caicedo, Maria Lumbierres, Pablo Morcillo Pallarés, José F. Moreno
2019 J jnl
Gradient-Based Automatic Lookup Table Generator for Radiative Transfer Models.
IEEE Trans. Geosci. Remote. Sens.
Jorge Vicent Servera, Luis Alonso, Luca Martino, Neus Sabater, Jochem Verrelst, Gustau Camps-Valls, José F. Moreno
2019 J jnl
Quantifying the Robustness of Vegetation Indices through Global Sensitivity Analysis of Homogeneous and Forest Leaf-Canopy Radiative Transfer Models.
Remote. Sens.
Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Santiago Belda, Charlotte De Grave, Helena Burriel, José Moreno, Jochem Verrelst
2019 J jnl
Scenario-based discrimination of common grapevine varieties using in-field hyperspectral data in the western of Iran.
Int. J. Appl. Earth Obs. Geoinformation
Mohsen Mirzaei, Safar Marofi, Mozhgan Abbasi, Eisa Solgi, Rholah Karimi, Jochem Verrelst
2018 — conf
Alg: a Toolbox for the Generation of Look-Up tables Based on Atmospheric Radiative Transfer Models.
WHISPERS
Jorge Vicent, Neus Sabater, Luis Alonso, Jochem Verrelst, José F. Moreno
2018 C conf
Approximating Experimental Vegetation Spectroscopy Data through Emulation.
IGARSS
Jochem Verrelst, Juan Pablo Rivera Caicedo, Jorge Vicent, José F. Moreno
2018 J jnl
Compensation of Oxygen Transmittance Effects for Proximal Sensing Retrieval of Canopy-Leaving Sun-Induced Chlorophyll Fluorescence.
Remote. Sens.
Neus Sabater, Jorge Vicent, Luis Alonso, Jochem Verrelst, Elizabeth M. Middleton, Albert Porcar-Castell, José F. Moreno
2018 J jnl
Design of a Generic 3-D Scene Generator for Passive Optical Missions and Its Implementation for the ESA's FLEX/Sentinel-3 Tandem Mission.
IEEE Trans. Geosci. Remote. Sens.
Carolina Tenjo, Juan Pablo Rivera Caicedo, Neus Sabater, Jorge Vicent Servera, Luis Alonso, Jochem Verrelst, José F. Moreno
2018 J jnl
Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno
2018 C conf
FLEX/S3 Tandem Mission Performance Assessment: Evolution of the End-to-End Simulator Flex-E.
IGARSS
Carolina Tenjo, Antonio Ruiz-Verdú, Neus Sabater, Jorge Vicent, Juan Pablo Rivera Caicedo, Luis Alonso, Jochem Verrelst, Raffaella Franco, Ana Maria Sánchez, Sofia Freitas, José F. Moreno
2018 C conf
Progress in Emulation For Radiative Transfer Modeling And Mapping.
IGARSS
Jochem Verrelst, Juan Pablo Rivera Caicedo, José F. Moreno
2018 C conf
Remote Estimation of Canopy Water Content in Different Crop Types with New Hyperspectral Indices.
IGARSS
Nieves Pasqualotto, Jesús Delegido, Shari Van Wittenberghe, Jochem Verrelst, Juan Pablo Rivera, José Moreno
2018 J jnl
Retrieval of canopy water content of different crop types with two new hyperspectral indices: Water Absorption Area Index and Depth Water Index.
Int. J. Appl. Earth Obs. Geoinformation
Nieves Pasqualotto, Jesús Delegido, Shari Van Wittenberghe, Jochem Verrelst, Juan Pablo Rivera, José F. Moreno
2018 C conf
Statistical Learning For End-To-End Simulations.
IGARSS
Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno
2018 C conf
The Sensagri Sentinel-2 Lai Green and Brown Product: from Algorithm Development Towards Operational Mapping.
IGARSS
Eatidal Amin, Jochem Verrelst, Juan Pablo Rivera Caicedo, Nieves Pasqualotto, Jesús Delegido, Antonio Ruiz-Verdú, José F. Moreno
2017 J jnl
Assessment of Approximations in Aerosol Optical Properties and Vertical Distribution into FLEX Atmospherically-Corrected Surface Reflectance and Retrieved Sun-Induced Fluorescence.
Remote. Sens.
Jorge Vicent, Neus Sabater, Jochem Verrelst, Luis Alonso, José F. Moreno
2017 J jnl
Impact of Atmospheric Inversion Effects on Solar-Induced Chlorophyll Fluorescence: Exploitation of the Apparent Reflectance as a Quality Indicator.
Remote. Sens.
Neus Sabater, Jorge Vicent, Luis Alonso, Sergio Cogliati, Jochem Verrelst, José F. Moreno
2017 C conf
Oxygen transmittance correction for solar-induced chlorophyll fluorescence measured on proximal sensing: Application to the NASA-GSFC fusion tower.
IGARSS
Neus Sabater, Elizabeth M. Middleton, Zbynek Malenovský, Luis Alonso, Jochem Verrelst, Karl Fred Huemmrich, Petya K. E. Campbell, William P. Kustas, Jorge Vicent, Shari Van Wittenberghe, José F. Moreno
2017 J jnl
SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra.
Remote. Sens.
Jochem Verrelst, Juan Pablo Rivera Caicedo, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno
2016 J jnl
Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval.
IEEE Geosci. Remote. Sens. Lett.
Jochem Verrelst, Sara Dethier, Juan Pablo Rivera, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno
2016 J jnl
Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis.
Remote. Sens.
Jochem Verrelst, Neus Sabater, Juan Pablo Rivera, Jordi Muñoz-Marí, Jorge Vicent, Gustau Camps-Valls, José F. Moreno
2016 J jnl
FLEX End-to-End Mission Performance Simulator.
IEEE Trans. Geosci. Remote. Sens.
Jorge Vicent, Neus Sabater, Carolina Tenjo, Juan Ramon Acarreta, María Manzano, Juan Pablo Rivera, Pedro Jurado, Raffaella Franco, Luis Alonso, Jochem Verrelst, José F. Moreno
2016 J jnl
Spectral band selection for vegetation properties retrieval using Gaussian processes regression.
Int. J. Appl. Earth Obs. Geoinformation
Jochem Verrelst, Juan Pablo Rivera, Anatoly A. Gitelson, Jesús Delegido, José F. Moreno, Gustau Camps-Valls
2015 C conf
A sun-induced vegetation fluorescence retrieval method from top of atmosphere radiance for the FLEX/Sentinel-3 TanDEM mission.
IGARSS
Neus Sabater, Luis Alonso, Sergio Cogliati, Jorge Vicent, Carolina Tenjo, Jochem Verrelst, José F. Moreno
2015 J jnl
An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning.
Remote. Sens.
Juan Pablo Rivera, Jochem Verrelst, José Gómez-Dans, Jordi Muñoz-Marí, José F. Moreno, Gustau Camps-Valls
2015 C conf
Biophysical parameter retrieval with warped Gaussian processes.
IGARSS
Jordi Muñoz-Marí, Jochem Verrelst, Miguel Lázaro-Gredilla, Gustau Camps-Valls
2015 J jnl
Brown and green LAI mapping through spectral indices.
Int. J. Appl. Earth Obs. Geoinformation
Jesús Delegido, Jochem Verrelst, Juan Pablo Rivera, Antonio Ruiz-Verdú, José F. Moreno
2015 — conf
Learning Structures in Earth Observation Data with Gaussian Processes.
AALTD@PKDD/ECML (Revised Selected Papers)
Fernando Mateo, Jordi Muñoz-Marí, Valero Laparra, Jochem Verrelst, Gustau Camps-Valls
2015 C conf
Replacing radiative transfer models by surrogate approximations through machine learning.
IGARSS
Jochem Verrelst, Juan Pablo Rivera, José Gómez-Dans, Gustau Camps-Valls, José F. Moreno
2014 J jnl
A Comparison of Advanced Regression Algorithms for Quantifying Urban Land Cover.
Remote. Sens.
Akpona Okujeni, Sebastian van der Linden, Benjamin Jakimow, Andreas Rabe, Jochem Verrelst, Patrick Hostert
2014 — conf
A fluorescence retrieval method for the flex sentinel-3 tandem mission.
WHISPERS
Neus Sabater, Luis Alonso, Jorge Vicent, Sergio Cogliati, Jochem Verrelst, José F. Moreno
2014 — conf
Global sensitivity analysis of the A-SCOPE model in support of future FLEX fluorescence retrievals.
WHISPERS
Jochem Verrelst, Juan Pablo Rivera, Christiaan van der Tol, Federico Magnani, Gina Mohammed, José F. Moreno
2014 J jnl
On the Semi-Automatic Retrieval of Biophysical Parameters Based on Spectral Index Optimization.
Remote. Sens.
Juan Pablo Rivera, Jochem Verrelst, Jesús Delegido, Frank Veroustraete, José F. Moreno
2014 J jnl
Optimizing LUT-Based RTM Inversion for Semiautomatic Mapping of Crop Biophysical Parameters from Sentinel-2 and -3 Data: Role of Cost Functions.
IEEE Trans. Geosci. Remote. Sens.
Jochem Verrelst, Juan Pablo Rivera, Ganna Leonenko, Luis Alonso, José F. Moreno
2014 J jnl
Retrieval of Biophysical Parameters With Heteroscedastic Gaussian Processes.
IEEE Geosci. Remote. Sens. Lett.
Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst, Gustavo Camps-Valls
2014 — conf
Sensitivity of scope modelled GPP and fluorescence for different plant functional types.
WHISPERS
Christiaan van der Tol, Wout Verhoef, Jochem Verrelst, Federico Magnani, Gina Mohammed, José F. Moreno, Joe Berry
2014 J jnl
Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Juan Pablo Rivera Caicedo, Jochem Verrelst, Jordi Muñoz-Marí, José F. Moreno, Gustavo Camps-Valls
2013 C conf
Estimation of vegetation chlorophyll content with Variational Heteroscedastic Gaussian Processes.
IGARSS
Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst, Gustavo Camps-Valls
2013 J jnl
Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy Data.
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Jochem Verrelst, Luis Alonso, Juan Pablo Rivera Caicedo, José F. Moreno, Gustavo Camps-Valls
2013 J jnl
Multiple Cost Functions and Regularization Options for Improved Retrieval of Leaf Chlorophyll Content and LAI through Inversion of the PROSAIL Model.
Remote. Sens.
Juan Pablo Rivera, Jochem Verrelst, Ganna Leonenko, José F. Moreno
2012 J jnl
Mapping Vegetation Density in a Heterogeneous River Floodplain Ecosystem Using Pointable CHRIS/PROBA Data.
Remote. Sens.
Jochem Verrelst, Erika Romijn, Lammert Kooistra
2012 C conf
Optimizing LUT-based radiative transfer model inversion for retrieval of biophysical parameters using hyperspectral data.
IGARSS
Jochem Verrelst, Juan Pablo Rivera, Ganna Leonenko, Luis Alonso, José F. Moreno
2012 C conf
Potential retrieval of biophysical parameters from FLORIS, S3-OLCI and its synergy.
IGARSS
Jochem Verrelst, Juan Pablo Rivera, Luis Alonso, Rasmus Lindstrot, José F. Moreno
2012 J jnl
Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques.
IEEE Trans. Geosci. Remote. Sens.
Jochem Verrelst, Luis Alonso, Gustavo Camps-Valls, Jesús Delegido, José F. Moreno
2011 J jnl
Evaluation of Sentinel-2 Red-Edge Bands for Empirical Estimation of Green LAI and Chlorophyll Content.
Sensors
Jesús Delegido, Jochem Verrelst, Luis Alonso, José F. Moreno
2011 J jnl
Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation.
IEEE Geosci. Remote. Sens. Lett.
Devis Tuia, Jochem Verrelst, Luis Alonso-Chorda, Fernando Pérez-Cruz, Gustavo Camps-Valls
2010 J jnl
Merging the Minnaert- k Parameter With Spectral Unmixing to Map Forest Heterogeneity With CHRIS/PROBA Data.
IEEE Trans. Geosci. Remote. Sens.
Jochem Verrelst, Jan G. P. W. Clevers, Michael E. Schaepman
2009 — conf
Fusing Minnaert-k parameter with spectral unmixing for forest heterogeneity mapping using CHRIS-PROBA data.
WHISPERS
Jochem Verrelst, Michael E. Schaepman, Jan G. P. W. Clevers
2009 J jnl
Mapping of aggregated floodplain plant communities using image fusion of CASI and LiDAR data.
Int. J. Appl. Earth Obs. Geoinformation
Jochem Verrelst, Gertjan W. Geerling, Karle V. Sykora, Jan G. P. W. Clevers
2007 J jnl
Capturing the fugitive: Applying remote sensing to terrestrial animal distribution and diversity.
Int. J. Appl. Earth Obs. Geoinformation
Euridice Leyequien, Jochem Verrelst, Martijn Slot, Gabriela Schaepman-Strub, Ignas M. A. Heitkönig, Andrew K. Skidmore
2007 J jnl
Erratum to "Capturing the fugitive: Applying remote sensing to terrestrial animal distribution and diversity" [Int. J. Appl. Earth Observ. Geoinform. (2007) 1-20].
Int. J. Appl. Earth Obs. Geoinformation
Euridice Leyequien, Jochem Verrelst, Martijn Slot, Gabriela Schaepman-Strub, Ignas M. A. Heitkönig, Andrew K. Skidmore