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2020 – today
- 2023
[j68]Mohammad Hajeb, Saeid Hamzeh, Seyed Kazem Alavipanah, Lamya Neissi, Jochem Verrelst:
Simultaneous retrieval of sugarcane variables from Sentinel-2 data using Bayesian regularized neural network. Int. J. Appl. Earth Obs. Geoinformation 116: 103168 (2023)- [j67]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): 1822 (2023) - [j66]Soraya Bandak, Seyed Ali Reza Movahedi Naeini, Chooghi Bairam Komaki, Jochem Verrelst, Mohammad Kakooei, Mohammad Ali Mahmoodi:
Satellite-Based Estimation of Soil Moisture Content in Croplands: A Case Study in Golestan Province, North of Iran. Remote. Sens. 15(8): 2155 (2023) - [j65]Miguel Morata, Bastian Siegmann, Adrián Pérez-Suay, José Luis García-Soria, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like Imagery With Uncertainty. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 16: 762-772 (2023) - 2022
- [j64]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: 102817 (2022) - [j63]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): 146 (2022) - [j62]Erekle Chakhvashvili, Bastian Siegmann, Onno Muller, Jochem Verrelst, Juliane Bendig, Thorsten Kraska, Uwe Rascher:
Retrieval of Crop Variables from Proximal Multispectral UAV Image Data Using PROSAIL in Maize Canopy. Remote. Sens. 14(5): 1247 (2022) - [j61]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): 1347 (2022) - [j60]Gabriele Candiani, Giulia Tagliabue, Cinzia Panigada, Jochem Verrelst, Valentina Picchi, Juan Pablo Rivera Caicedo, Mirco Boschetti:
Evaluation of Hybrid Models to Estimate Chlorophyll and Nitrogen Content of Maize Crops in the Framework of the Future CHIME Mission. Remote. Sens. 14(8): 1792 (2022) - [j59]Eatidal Amin, Santiago Belda, Luca Pipia, Zoltan Szantoi, Ahmed El Baroudy, José Moreno, Jochem Verrelst:
Multi-Season Phenology Mapping of Nile Delta Croplands Using Time Series of Sentinel-2 and Landsat 8 Green LAI. Remote. Sens. 14(8): 1812 (2022) - [j58]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): 2448 (2022) - [j57]Masoumeh Aghababaei, Ataollah Ebrahimi, Ali Asghar Naghipour, Esmaeil Asadi, Adrián Pérez-Suay, Miguel Morata, Jose L. Garcia, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Introducing ARTMO's Machine-Learning Classification Algorithms Toolbox: Application to Plant-Type Detection in a Semi-Steppe Iranian Landscape. Remote. Sens. 14(18): 4452 (2022) - [j56]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): 4531 (2022) - [j55]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): 5867 (2022) - [j54]Jorge Vicent Servera, Juan Pablo Rivera Caicedo, Jochem Verrelst, Jordi Muñoz-Marí, Neus Sabater, Béatrice Berthelot, Gustau Camps-Valls, José F. Moreno:
Systematic Assessment of MODTRAN Emulators for Atmospheric Correction. IEEE Trans. Geosci. Remote. Sens. 60: 1-17 (2022) - [c28]Miguel Morata, Bastian Siegmann, Adrián Pérez-Suay, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Emulation of Synthetic Hyperspectral Sentinel-2-Like Reflectance Images Using Neural Networks. IGARSS 2022: 5401-5404 - [c27]Nemesio Rodriguez-Fernandez, M. Barbier, Jochem Verrelst, H. Lindqvist, E. Bueechi, Pablo Reyes-Muñoz, Arnaud Mialon, Mariette Vreugdenhil, Wouter Dorigo, Alexandre Bouvet, Yann Kerr, Michael Voßbeck, Thomas Kaminski, Marko Scholze:
Paving the Road to Flex and Biomass: The Land Surface Carbon Constellation Study. IGARSS 2022: 5571-5574 - [c26]Erekle Chakhvashvili, Juliane Bendig, Bastian Siegmann, Onno Muller, Jochem Verrelst, Uwe Rascher:
LAI and Leaf Chlorophyll Content Retrieval Under Changing Spatial Scale Using a UAV-Mounted Multispectral Camera. IGARSS 2022: 7891-7894 - 2021
- [j53]Oluseun Adeluyi, Angela Harris, Jochem Verrelst, Timothy Foster, Gareth D. Clay:
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 102: 102454 (2021) - [j52]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): 2038-2042 (2021) - [j51]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): 287 (2021) - [j50]Luca Pipia, Eatidal Amin, Santiago Belda, Matías Salinero-Delgado, Jochem Verrelst:
Green LAI Mapping and Cloud Gap-Filling Using Gaussian Process Regression in Google Earth Engine. Remote. Sens. 13(3): 403 (2021) - [j49]Charlotte De Grave, Luca Pipia, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, José Moreno, Jochem Verrelst:
Retrieving and Validating Leaf and Canopy Chlorophyll Content at Moderate Resolution: A Multiscale Analysis with the Sentinel-3 OLCI Sensor. Remote. Sens. 13(8): 1419 (2021) - [j48]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): 1589 (2021) - [j47]Asmaa Abdelbaki, Martin Schlerf, Rebecca Retzlaff, Miriam Machwitz, Jochem Verrelst, Thomas Udelhoven:
Comparison of Crop Trait Retrieval Strategies Using UAV-Based VNIR Hyperspectral Imaging. Remote. Sens. 13(9): 1748 (2021) - [j46]Gregor Perich, Helge Aasen, Jochem Verrelst, Francesco Argento, Achim Walter, Frank Liebisch:
Crop Nitrogen Retrieval Methods for Simulated Sentinel-2 Data Using In-Field Spectrometer Data. Remote. Sens. 13(12): 2404 (2021) - [j45]Masoumeh Aghababaei, Ataollah Ebrahimi, Ali Asghar Naghipour, Esmaeil Asadi, Jochem Verrelst:
Classification of Plant Ecological Units in Heterogeneous Semi-Steppe Rangelands: Performance Assessment of Four Classification Algorithms. Remote. Sens. 13(17): 3433 (2021) - [j44]Miguel Morata, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the HyPlant Airborne Imaging Spectrometer. Remote. Sens. 13(21): 4368 (2021) - [j43]Masoumeh Aghababaei, Ataollah Ebrahimi, Ali Asghar Naghipour, Esmaeil Asadi, Jochem Verrelst:
Vegetation Types Mapping Using Multi-Temporal Landsat Images in the Google Earth Engine Platform. Remote. Sens. 13(22): 4683 (2021) - [j42]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): 4711 (2021) - [c25]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: 5822-5825 - [c24]Santiago Belda, Luca Pipia, Eatidal Amin, Matías Salinero, Pablo Reyes, Jochem Verrelst:
Crop Phenology Retrieval Through Gaussian Process Regression. IGARSS 2021: 6256-6259 - [c23]Pablo Reyes-Muñoz, Luca Pipia, Matías Salinero-Delgado, Charlotte De Grave, José Estévez, Santiago Belda, Jochem Verrelst:
Mapping Essential Vegetation Variables Over Europe Using Gaussian Process Regression and Sentinel-3 Data in Google Earth Engine. IGARSS 2021: 6260-6263 - [c22]Miguel Morata, Bastian Siegmann, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Jochem Verrelst:
Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the Hyplant Airborne Imaging Spectrometer. IGARSS 2021: 6415-6418 - [c21]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: 7678-7681 - [c20]Helena Burriel, Luis Alonso, José Moreno, Jochem Verrelst, Francisco Javier Albiol:
First Results of Hyperspectral Scene Generation in Preparation of the Chime Imaging Spectrometer Mission. IGARSS 2021: 8173-8176 - 2020
- [j41]Sanjiv K. Sinha, Hitendra Padalia, Anindita Dasgupta, Jochem Verrelst, Juan Pablo Rivera:
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 86 (2020) - [j40]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: 102174 (2020) - [j39]Santiago Belda, Luca Pipia, Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Eatidal Amin, Charlotte De Grave, Jochem Verrelst:
DATimeS: A machine learning time series GUI toolbox for gap-filling and vegetation phenology trends detection. Environ. Model. Softw. 127: 104666 (2020) - [j38]Mozhgan Abbasi, Jochem Verrelst, Mohsen Mirzaei, Safar Marofi, Hamid Reza Riyahi Bakhtiari:
Optimal Spectral Wavelengths for Discriminating Orchard Species Using Multivariate Statistical Techniques. Remote. Sens. 12(1): 63 (2020) - [j37]Benjamin Brede, Jochem Verrelst, Jean-Philippe Gastellu-Etchegorry, Jan G. P. W. Clevers, Leo Goudzwaard, Jan den Ouden, Jan Verbesselt, Martin Herold:
Assessment of Workflow Feature Selection on Forest LAI Prediction with Sentinel-2A MSI, Landsat 7 ETM+ and Landsat 8 OLI. Remote. Sens. 12(6): 915 (2020) - [j36]Mohsen Mirzaei, Jochem Verrelst, Mohsen Arbabi, Zohreh Shaklabadi, Masoud Lotfizadeh:
Urban Heat Island Monitoring and Impacts on Citizen's General Health Status in Isfahan Metropolis: A Remote Sensing and Field Survey Approach. Remote. Sens. 12(8): 1350 (2020) - [j35]Sajad Khoshnoodmotlagh, Jochem Verrelst, Alireza Daneshi, Mohsen Mirzaei, Hossein Azadi, Mohammad Haghighi, Masoud Hatamimanesh, Safar Marofi:
Transboundary Basins Need More Attention: Anthropogenic Impacts on Land Cover Changes in Aras River Basin, Monitoring and Prediction. Remote. Sens. 12(20): 3329 (2020) - [i6]Luca Pipia, Jordi Muñoz-Marí, Eatidal Amin, Santiago Belda, Gustau Camps-Valls, Jochem Verrelst:
Fusing Optical and SAR time series for LAI gap filling with multioutput Gaussian processes. CoRR abs/2012.02998 (2020) - [i5]Jochem Verrelst, Sara Dethier, Juan Pablo Rivera, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval. CoRR abs/2012.04468 (2020) - [i4]Jorge Vicent, Luis Alonso, Luca Martino, Neus Sabater, Jochem Verrelst, Gustau Camps-Valls:
Gradient-based Automatic Look-Up Table Generator for Atmospheric Radiative Transfer Models. CoRR abs/2012.04598 (2020) - [i3]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 abs/2012.05043 (2020) - [i2]Jochem Verrelst, Juan Pablo Rivera, Anatoly A. Gitelson, Jesús Delegido, José F. Moreno, Gustau Camps-Valls:
Spectral band selection for vegetation properties retrieval using Gaussian processes regression. CoRR abs/2012.08640 (2020) - [i1]Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes. CoRR abs/2012.10392 (2020)
2010 – 2019
- 2019
- [j34]Mohsen Mirzaei, Safar Marofi, Mozhgan Abbasi, Eisa Solgi, Rholah Karimi, Jochem Verrelst:
Scenario-based discrimination of common grapevine varieties using in-field hyperspectral data in the western of Iran. Int. J. Appl. Earth Obs. Geoinformation 80: 26-37 (2019) - [j33]Jochem Verrelst, Juan Pablo Rivera Caicedo, Jorge Vicent, Pablo Morcillo Pallarés, José Moreno:
Approximating Empirical Surface Reflectance Data through Emulation: Opportunities for Synthetic Scene Generation. Remote. Sens. 11(2): 157 (2019) - [j32]Jochem Verrelst, Jorge Vicent, Juan Pablo Rivera Caicedo, Maria Lumbierres, Pablo Morcillo Pallarés, José F. Moreno:
Global Sensitivity Analysis of Leaf-Canopy-Atmosphere RTMs: Implications for Biophysical Variables Retrieval from Top-of-Atmosphere Radiance Data. Remote. Sens. 11(16): 1923 (2019) - [j31]Pablo Morcillo Pallarés, Juan Pablo Rivera Caicedo, Santiago Belda, Charlotte De Grave, Helena Burriel, José Moreno, Jochem Verrelst:
Quantifying the Robustness of Vegetation Indices through Global Sensitivity Analysis of Homogeneous and Forest Leaf-Canopy Radiative Transfer Models. Remote. Sens. 11(20): 2418 (2019) - [j30]Mohsen Mirzaei, Jochem Verrelst, Safar Marofi, Mozhgan Abbasi, Hossein Azadi:
Eco-Friendly Estimation of Heavy Metal Contents in Grapevine Foliage Using In-Field Hyperspectral Data and Multivariate Analysis. Remote. Sens. 11(23): 2731 (2019) - [j29]Jorge Vicent Servera, Luis Alonso, Luca Martino, Neus Sabater, Jochem Verrelst, Gustau Camps-Valls, José F. Moreno:
Gradient-Based Automatic Lookup Table Generator for Radiative Transfer Models. IEEE Trans. Geosci. Remote. Sens. 57(2): 1040-1048 (2019) - 2018
- [j28]Nieves Pasqualotto, Jesús Delegido, Shari Van Wittenberghe, Jochem Verrelst, Juan Pablo Rivera, José F. Moreno:
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 67: 69-78 (2018) - [j27]Neus Sabater, Jorge Vicent, Luis Alonso, Jochem Verrelst, Elizabeth M. Middleton, Albert Porcar-Castell, José F. Moreno:
Compensation of Oxygen Transmittance Effects for Proximal Sensing Retrieval of Canopy-Leaving Sun-Induced Chlorophyll Fluorescence. Remote. Sens. 10(10): 1551 (2018) - [j26]Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 11(12): 4918-4931 (2018) - [j25]Carolina Tenjo, Juan Pablo Rivera Caicedo, Neus Sabater, Jorge Vicent Servera, Luis Alonso, Jochem Verrelst, José F. Moreno:
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. 56(3): 1290-1307 (2018) - [c19]Jochem Verrelst, Juan Pablo Rivera Caicedo, José F. Moreno:
Progress in Emulation For Radiative Transfer Modeling And Mapping. IGARSS 2018: 1688-1691 - [c18]Jorge Vicent, Jochem Verrelst, Juan Pablo Rivera Caicedo, Neus Sabater, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Statistical Learning For End-To-End Simulations. IGARSS 2018: 1699-1702 - [c17]Eatidal Amin, Jochem Verrelst, Juan Pablo Rivera Caicedo, Nieves Pasqualotto, Jesús Delegido, Antonio Ruiz-Verdú, José F. Moreno:
The Sensagri Sentinel-2 Lai Green and Brown Product: from Algorithm Development Towards Operational Mapping. IGARSS 2018: 1822-1825 - [c16]Jochem Verrelst, Juan Pablo Rivera Caicedo, Jorge Vicent, José F. Moreno:
Approximating Experimental Vegetation Spectroscopy Data through Emulation. IGARSS 2018: 1898-1901 - [c15]Nieves Pasqualotto, Jesús Delegido, Shari Van Wittenberghe, Jochem Verrelst, Juan Pablo Rivera, José Moreno:
Remote Estimation of Canopy Water Content in Different Crop Types with New Hyperspectral Indices. IGARSS 2018: 3812-3815 - [c14]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:
FLEX/S3 Tandem Mission Performance Assessment: Evolution of the End-to-End Simulator Flex-E. IGARSS 2018: 7746-7749 - [c13]Jorge Vicent, Neus Sabater, Luis Alonso, Jochem Verrelst, José F. Moreno:
Alg: a Toolbox for the Generation of Look-Up tables Based on Atmospheric Radiative Transfer Models. WHISPERS 2018: 1-5 - 2017
- [j24]Neus Sabater, Jorge Vicent, Luis Alonso, Sergio Cogliati, Jochem Verrelst, José F. Moreno:
Impact of Atmospheric Inversion Effects on Solar-Induced Chlorophyll Fluorescence: Exploitation of the Apparent Reflectance as a Quality Indicator. Remote. Sens. 9(6): 622 (2017) - [j23]Jorge Vicent, Neus Sabater, Jochem Verrelst, Luis Alonso, José F. Moreno:
Assessment of Approximations in Aerosol Optical Properties and Vertical Distribution into FLEX Atmospherically-Corrected Surface Reflectance and Retrieved Sun-Induced Fluorescence. Remote. Sens. 9(7): 675 (2017) - [j22]Jochem Verrelst, Juan Pablo Rivera Caicedo, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra. Remote. Sens. 9(9): 927 (2017) - [c12]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:
Oxygen transmittance correction for solar-induced chlorophyll fluorescence measured on proximal sensing: Application to the NASA-GSFC fusion tower. IGARSS 2017: 5826-5829 - 2016
- [j21]Jochem Verrelst, Juan Pablo Rivera, Anatoly A. Gitelson, Jesús Delegido, José F. Moreno, Gustau Camps-Valls:
Spectral band selection for vegetation properties retrieval using Gaussian processes regression. Int. J. Appl. Earth Obs. Geoinformation 52: 554-567 (2016) - [j20]Jochem Verrelst, Sara Dethier, Juan Pablo Rivera, Jordi Muñoz-Marí, Gustau Camps-Valls, José F. Moreno:
Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval. IEEE Geosci. Remote. Sens. Lett. 13(7): 1012-1016 (2016) - [j19]Jochem Verrelst, Neus Sabater, Juan Pablo Rivera, Jordi Muñoz-Marí, Jorge Vicent, Gustau Camps-Valls, José F. Moreno:
Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis. Remote. Sens. 8(8): 673 (2016) - [j18]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:
FLEX End-to-End Mission Performance Simulator. IEEE Trans. Geosci. Remote. Sens. 54(7): 4215-4223 (2016) - 2015
- [j17]Jesús Delegido, Jochem Verrelst, Juan Pablo Rivera, Antonio Ruiz-Verdú, José F. Moreno:
Brown and green LAI mapping through spectral indices. Int. J. Appl. Earth Obs. Geoinformation 35: 350-358 (2015) - [j16]Juan Pablo Rivera, Jochem Verrelst, José Gómez-Dans, Jordi Muñoz-Marí, José F. Moreno, Gustau Camps-Valls:
An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning. Remote. Sens. 7(7): 9347-9370 (2015) - [c11]Jordi Muñoz-Marí, Jochem Verrelst, Miguel Lázaro-Gredilla, Gustau Camps-Valls:
Biophysical parameter retrieval with warped Gaussian processes. IGARSS 2015: 13-16 - [c10]Jochem Verrelst, Juan Pablo Rivera, José Gómez-Dans, Gustau Camps-Valls, José F. Moreno:
Replacing radiative transfer models by surrogate approximations through machine learning. IGARSS 2015: 633-636 - [c9]Neus Sabater, Luis Alonso, Sergio Cogliati, Jorge Vicent, Carolina Tenjo, Jochem Verrelst, José F. Moreno:
A sun-induced vegetation fluorescence retrieval method from top of atmosphere radiance for the FLEX/Sentinel-3 TanDEM mission. IGARSS 2015: 2669-2672 - [c8]Fernando Mateo, Jordi Muñoz-Marí, Valero Laparra, Jochem Verrelst, Gustau Camps-Valls:
Learning Structures in Earth Observation Data with Gaussian Processes. AALTD@PKDD/ECML (Revised Selected Papers) 2015: 78-94 - 2014
- [j15]Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst, Gustavo Camps-Valls:
Retrieval of Biophysical Parameters With Heteroscedastic Gaussian Processes. IEEE Geosci. Remote. Sens. Lett. 11(4): 838-842 (2014) - [j14]Juan Pablo Rivera, Jochem Verrelst, Jesús Delegido, Frank Veroustraete, José F. Moreno:
On the Semi-Automatic Retrieval of Biophysical Parameters Based on Spectral Index Optimization. Remote. Sens. 6(6): 4927-4951 (2014) - [j13]Akpona Okujeni, Sebastian van der Linden, Benjamin Jakimow, Andreas Rabe, Jochem Verrelst, Patrick Hostert:
A Comparison of Advanced Regression Algorithms for Quantifying Urban Land Cover. Remote. Sens. 6(7): 6324-6346 (2014) - [j12]Juan Pablo Rivera Caicedo, Jochem Verrelst, Jordi Muñoz-Marí, José F. Moreno, Gustavo Camps-Valls:
Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7(4): 1249-1259 (2014) - [j11]Jochem Verrelst, Juan Pablo Rivera, Ganna Leonenko, Luis Alonso, José F. Moreno:
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. 52(1): 257-269 (2014) - [c7]Neus Sabater, Luis Alonso, Jorge Vicent, Sergio Cogliati, Jochem Verrelst, José F. Moreno:
A fluorescence retrieval method for the flex sentinel-3 tandem mission. WHISPERS 2014: 1-4 - [c6]Christiaan van der Tol, Wout Verhoef, Jochem Verrelst, Federico Magnani, Gina Mohammed, José F. Moreno, Joe Berry:
Sensitivity of scope modelled GPP and fluorescence for different plant functional types. WHISPERS 2014: 1-5 - [c5]Jochem Verrelst, Juan Pablo Rivera, Christiaan van der Tol, Federico Magnani, Gina Mohammed, José F. Moreno:
Global sensitivity analysis of the A-SCOPE model in support of future FLEX fluorescence retrievals. WHISPERS 2014: 1-4 - 2013
- [j10]Juan Pablo Rivera, Jochem Verrelst, Ganna Leonenko, José F. Moreno:
Multiple Cost Functions and Regularization Options for Improved Retrieval of Leaf Chlorophyll Content and LAI through Inversion of the PROSAIL Model. Remote. Sens. 5(7): 3280-3304 (2013) - [j9]Jochem Verrelst, Luis Alonso, Juan Pablo Rivera Caicedo, José F. Moreno, Gustavo Camps-Valls:
Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 6(2-3): 867-874 (2013) - [c4]Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst, Gustavo Camps-Valls:
Estimation of vegetation chlorophyll content with Variational Heteroscedastic Gaussian Processes. IGARSS 2013: 3010-3013 - 2012
- [j8]Jochem Verrelst, Erika Romijn, Lammert Kooistra:
Mapping Vegetation Density in a Heterogeneous River Floodplain Ecosystem Using Pointable CHRIS/PROBA Data. Remote. Sens. 4(9): 2866-2889 (2012) - [j7]Jochem Verrelst, Luis Alonso, Gustavo Camps-Valls, Jesús Delegido, José F. Moreno:
Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques. IEEE Trans. Geosci. Remote. Sens. 50(5-2): 1832-1843 (2012) - [c3]Jochem Verrelst, Juan Pablo Rivera, Luis Alonso, Rasmus Lindstrot, José F. Moreno:
Potential retrieval of biophysical parameters from FLORIS, S3-OLCI and its synergy. IGARSS 2012: 7121-7124 - [c2]Jochem Verrelst, Juan Pablo Rivera, Ganna Leonenko, Luis Alonso, José F. Moreno:
Optimizing LUT-based radiative transfer model inversion for retrieval of biophysical parameters using hyperspectral data. IGARSS 2012: 7325-7328 - 2011
- [j6]Devis Tuia, Jochem Verrelst, Luis Alonso-Chorda, Fernando Pérez-Cruz, Gustavo Camps-Valls:
Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation. IEEE Geosci. Remote. Sens. Lett. 8(4): 804-808 (2011) - [j5]Jesús Delegido, Jochem Verrelst, Luis Alonso, José F. Moreno:
Evaluation of Sentinel-2 Red-Edge Bands for Empirical Estimation of Green LAI and Chlorophyll Content. Sensors 11(7): 7063-7081 (2011) - 2010
- [j4]Jochem Verrelst, Jan G. P. W. Clevers, Michael E. Schaepman:
Merging the Minnaert- k Parameter With Spectral Unmixing to Map Forest Heterogeneity With CHRIS/PROBA Data. IEEE Trans. Geosci. Remote. Sens. 48(11): 4014-4022 (2010)
2000 – 2009
- 2009
- [j3]Jochem Verrelst, Gertjan W. Geerling, Karle V. Sykora, Jan G. P. W. Clevers:
Mapping of aggregated floodplain plant communities using image fusion of CASI and LiDAR data. Int. J. Appl. Earth Obs. Geoinformation 11(1): 83-94 (2009) - [c1]Jochem Verrelst, Michael E. Schaepman,