Geosciences


  Listando 54 trabajos del autor/autora 38
Lista de trabajos en el área Geosciences
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Article Deep learning and process understanding for data-driven Earth system science Reichstein, Markus; Camps-Valls, Gustau; Stevens, Bjorn; Jung, Martin; Denzler, Joachim; Carvalhais, Nuno; Prabhat NATURE 0028-0836 (2019) DOI / 10.1038/s41586-019-0912-1
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Article A unified vegetation index for quantifying the terrestrial biosphere Camps-Valls, Gustau; Campos-Taberner, Manuel; Moreno-Martinez, Alvaro; Walther, Sophia; Duveiller, Gregory; Cescatti, Alessandro; Mahecha, Miguel D.; Munoz-Mari, Jordi; Javier Garcia-Haro, Francisco; Guanter, Luis; Jung, Martin; Gamon, John A.; Reichstein, SCIENCE ADVANCES 2375-2548 (2021) DOI / 10.1126/sciadv.abc7447 Gold DOAJ, Green published
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Article Inferring causation from time series in Earth system sciences Runge, Jakob; Bathiany, Sebastian; Bollt, Erik; Camps-Valls, Gustau; Coumou, Dim; Deyle, Ethan; Glymour, Clark; Kretschmer, Marlene; Mahecha, Miguel D.; Munoz-Mari, Jordi; van Nes, Egbert H.; Peters, Jonas; Quax, Rick; Reichstein, Markus; Scheffer, Marten; NATURE COMMUNICATIONS (2019) DOI / 10.1038/s41467-019-10105-3 Green published, Gold, Green accepted
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Article Predicting regional coastal sea level changes with machine learning Nieves, Veronica; Radin, Cristina; Camps-Valls, Gustau SCIENTIFIC REPORTS 2045-2322 (2021) DOI / 10.1038/s41598-021-87460-z Gold DOAJ, Green published
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Article A methodology to derive global maps of leaf traits using remote sensing and climate data Moreno-Martinez, Alvaro; Camps-Valls, Gustau; Kattge, Jens; Robinson, Nathaniel; Reichstein, Markus; van Bodegom, Peter; Kramer, Koen; Cornelissen, J. Hans C.; Reich, Peter; Bahn, Michael; Niinemets, Ulo; Penuelas, Josep; Craine, Joseph M.; Cerabolini, Bru REMOTE SENSING OF ENVIRONMENT 0034-4257 (2018) DOI / 10.1016/j.rse.2018.09.006 Green published, Green submitted
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Article Global Estimation of Biophysical Variables from Google Earth Engine Platform Campos-Taberner, Manuel; Moreno-Martinez, Alvaro; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau; Robinson, Nathaniel P.; Kattge, Jens; Running, Steven W. REMOTE SENSING (2018) DOI / 10.3390/rs10081167 Gold DOAJ
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Article Scaling carbon fluxes from eddy covariance sites to globe: synthesis and evaluation of the FLUXCOM approach Jung, Martin; Schwalm, Christopher; Migliavacca, Mirco; Walther, Sophia; Camps-Valls, Gustau; Koirala, Sujan; Anthoni, Peter; Besnard, Simon; Bodesheim, Paul; Carvalhais, Nuno; Chevallier, Frederic; Gans, Fabian; Goll, Daniel S.; Haverd, Vanessa; Kohler, P BIOGEOSCIENCES 1726-4170 (2020) DOI / 10.5194/bg-17-1343-2020 Green submitted, Green published, Gold
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Article A global canopy water content product from AVHRR/Metop Javier Garcia-Haro, Francisco; Campos-Taberner, Manuel; Moreno, Alvaro; Torbern Tagesson, Hakan; Camacho, Fernando; Martinez, Beatriz; Sanchez, Sergio; Piles, Maria; Camps-Valls, Gustau; Yebra, Marta; Amparo Gilabert, Maria ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2020) DOI / 10.1016/j.isprsjprs.2020.02.007
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Article Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud Moreno-Martinez, Alvaro; Izquierdo-Verdiguier, Emma; Maneta, Marco P.; Camps-Valls, Gustau; Robinson, Nathaniel; Munoz-Mari, Jordi; Sedano, Fernando; Clinton, Nicholas; Running, Steven W. REMOTE SENSING OF ENVIRONMENT 0034-4257 (2020) DOI / 10.1016/j.rse.2020.111901 Green published, Gold other
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Article Earth system data cubes unravel global multivariate dynamics Mahecha, Miguel D.; Gans, Fabian; Brandt, Gunnar; Christiansen, Rune; Cornell, Sarah E.; Fomferra, Normann; Kraemer, Guido; Peters, Jonas; Bodesheim, Paul; Camps-Valls, Gustau; Donges, Jonathan F.; Dorigo, Wouter; Estupinan-Suarez, Lina M.; Gutierrez-Velez EARTH SYSTEM DYNAMICS 2190-4979 (2020) DOI / 10.5194/esd-11-201-2020 Gold DOAJ, Green published
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Article Estimating and understanding crop yields with explainable deep learning in the Indian Wheat Belt Wolanin, Aleksandra; Mateo-Garcia, Gonzalo; Camps-Valls, Gustau; Gomez-Chova, Luis; Meroni, Michele; Duveiller, Gregory; Liangzhi, You; Guanter, Luis ENVIRONMENTAL RESEARCH LETTERS 1748-9326 (2020) DOI / 10.1088/1748-9326/ab68ac Gold DOAJ, Green published
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Article Retrieval of aboveground crop nitrogen content with a hybrid machine learning method Berger, Katja; Verrelst, Jochem; Feret, Jean-Baptiste; Hank, Tobias; Wocher, Matthias; Mauser, Wolfram; Camps-Valls, Gustau INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION 1569-8432 (2020) DOI / 10.1016/j.jag.2020.102174 Green submitted, Gold
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Article Constraining Uncertainty in Projected Gross Primary Production With Machine Learning Schlund, Manuel; Eyring, Veronika; Camps-Valls, Gustau; Friedlingstein, Pierre; Gentine, Pierre; Reichstein, Markus JOURNAL OF GEOPHYSICAL RESEARCH-BIOGEOSCIENCES 2169-8953 (2020) DOI / 10.1029/2019jg005619 Green published, Green accepted, Gold other
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Article Crop Yield Estimation and Interpretability With Gaussian Processes Martinez-Ferrer, Laura; Piles, Maria; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 1545-598X (2021) DOI / 10.1109/lgrs.2020.3016140 Green submitted
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Article Summarizing the state of the terrestrial biosphere in few dimensions Kraemer, Guido; Camps-Valls, Gustau; Reichstein, Markus; Mahecha, Miguel D. BIOGEOSCIENCES 1726-4170 (2020) DOI / 10.5194/bg-17-2397-2020 Gold DOAJ
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Article A carbon sink-driven approach to estimate gross primary production from microwave satellite observations Teubner, Irene E.; Forkel, Matthias; Camps-Valls, Gustau; Jung, Martin; Miralles, Diego G.; Tramontana, Gianluca; van der Schalie, Robin; Vreugdenhil, Mariette; Moesinger, Leander; Dorigo, Wouter A. REMOTE SENSING OF ENVIRONMENT 0034-4257 (2019) DOI / 10.1016/j.rse.2019.04.022 Green submitted
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Article Spatial homogeneity from temporal stability: Exploiting the combined hyper-frequent revisit of Terra and Aqua to guide Earth System Science Duveiller, Gregory; Camps-Valls, Gustau; Ceccherini, Guido; Cescatti, Alessandro REMOTE SENSING OF ENVIRONMENT 0034-4257 (2021) DOI / 10.1016/j.rse.2021.112496
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Article Understanding deep learning in land use classification based on Sentinel-2 time series Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Martinez, Beatriz; Izquierdo-Verdiguier, Emma; Atzberger, Clement; Camps-Valls, Gustau; Amparo Gilabert, Maria SCIENTIFIC REPORTS 2045-2322 (2020) DOI / 10.1038/s41598-020-74215-5 Green published, Gold
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Article A Critical Comparison of Remote Sensing Leaf Area Index Estimates over Rice-Cultivated Areas: From Sentinel-2 and Landsat-7/8 to MODIS, GEOV1 and EUMETSAT Polar System Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Busetto, Lorenzo; Ranghetti, Luigi; Martinez, Beatriz; Amparo Gilabert, Maria; Camps-Valls, Gustau; Camacho, Fernando; Boschetti, Mirco REMOTE SENSING (2018) DOI / 10.3390/rs10050763 Gold DOAJ
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Article Gaussianizing the Earth: Multidimensional Information Measures for Earth Data Analysis Emmanuel Johnson, J.; Laparra, Valero; Piles, Maria; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE (2021) DOI / 10.1109/mgrs.2021.3066260
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Article Toward a Collective Agenda on AI for Earth Science Data Analysis Tuia, Devis; Roscher, Ribana; Wegner, Jan Dirk; Jacobs, Nathan; Zhu, Xiaoxiang; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE 2473-2397 (2021) DOI / 10.1109/mgrs.2020.3043504
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Article Synergistic integration of optical and microwave satellite data for crop yield estimation Mateo-Sanchis, Anna; Piles, Maria; Munoz-Mari, Jordi; Adsuara, Jose E.; Perez-Suay, Adrian; Camps-Valls, Gustau REMOTE SENSING OF ENVIRONMENT 0034-4257 (2019) DOI / 10.1016/j.rse.2019.111460 Green published, Gold other
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Article Joint Gaussian Processes for Biophysical Parameter Retrieval Heestermans Svendsen, Daniel; Martino, Luca; Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2018) DOI / 10.1109/tgrs.2017.2767205 Green submitted
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Article Multitemporal Cloud Masking in the Google Earth Engine Mateo-Garcia, Gonzalo; Gomez-Chova, Luis; Amoros-Lopez, Julia; Munoz-Mari, Jordi; Camps-Valls, Gustau REMOTE SENSING (2018) DOI / 10.3390/rs10071079 Gold DOAJ
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Article Kernel Anomalous Change Detection for Remote Sensing Imagery Padron-Hidalgo, Jose A.; Laparra, Valero; Longbotham, Nathan; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2019) DOI / 10.1109/tgrs.2019.2916212
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Data Paper The FLUXCOM ensemble of global land-atmosphere energy fluxes Jung, Martin; Koirala, Sujan; Weber, Ulrich; Ichii, Kazuhito; Gans, Fabian; Camps-Valls, Gustau; Papale, Dario; Schwalm, Christopher; Tramontana, Gianluca; Reichstein, Markus SCIENTIFIC DATA (2019) DOI / 10.1038/s41597-019-0076-8 Gold DOAJ, Green published
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Article Nonlinear Distribution Regression for Remote Sensing Applications Adsuara, Jose E.; Perez-Suay, Adrian; Munoz-Mari, Jordi; Mateo-Sanchis, Anna; Piles, Maria; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2019) DOI / 10.1109/tgrs.2019.2931085
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Article Accounting for Input Noise in Gaussian Process Parameter Retrieval Emmanuel Johnson, Juan; Laparra, Valero; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 1545-598X (2020) DOI / 10.1109/lgrs.2019.2921476
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Article Unsupervised Anomaly and Change Detection With Multivariate Gaussianization Padron-Hidalgo, Jose A.; Laparra, Valero; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING (2021) DOI / 10.1109/tgrs.2021.3116186
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Article Learning main drivers of crop progress and failure in Europe with interpretable machine learning Mateo-Sanchis, Anna; Piles, Maria; Amoros-Lopez, Julia; Munoz-Mari, Jordi; Adsuara, Jose E.; Moreno-Martinez, Alvaro; Camps-Valls, Gustau INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION 1569-8432 (2021) DOI / 10.1016/j.jag.2021.102574 Hybrid
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Article Satellite Observations of the Contrasting Response of Trees and Grasses to Variations in Water Availability Walther, Sophia; Duveiller, Gregory; Jung, Martin; Guanter, Luis; Cescatti, Alessandro; Camps-Valls, Gustau GEOPHYSICAL RESEARCH LETTERS 0094-8276 (2019) DOI / 10.1029/2018gl080535 Green published
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Article SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra Verrelst, Jochem; Rivera Caicedo, Juan Pablo; Munoz-Mari, Jordi; Camps-Valls, Gustau; Moreno, Jose REMOTE SENSING (2017) DOI / 10.3390/rs9090927 Green submitted, Gold
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Article Assessing the relationship between microwave vegetation optical depth and gross primary production Teubner, Irene E.; Forkel, Matthias; Jung, Martin; Liu, Yi Y.; Miralles, Diego G.; Parinussa, Robert; van der Schalie, Robin; Vreugdenhil, Mariette; Schwalm, Christopher R.; Tramontana, Gianluca; Camps-Valls, Gustau; Dorigo, Wouter A. INTERNATIONAL JOURNAL OF APPLIED EARTH OBSERVATION AND GEOINFORMATION 1569-8432 (2018) DOI / 10.1016/j.jag.2017.10.006
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Article Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data Bueso, Diego; Piles, Maria; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2020) DOI / 10.1109/tgrs.2020.2969813
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Article Global distribution of groundwater-vegetation spatial covariation Koirala, Sujan; Jung, Martin; Reichstein, Markus; de Graaf, Inge E. M.; Camps-Valls, Gustau; Ichii, Kazuhito; Papale, Dario; Raduly, Botond; Schwalm, Christopher R.; Tramontana, Gianluca; Carvalhais, Nuno GEOPHYSICAL RESEARCH LETTERS 0094-8276 (2017) DOI / 10.1002/2017gl072885 Bronze, Green submitted
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Article Derivation of global vegetation biophysical parameters from EUMETSAT Polar System Javier Garcia-Haro, Francisco; Campos-Taberner, Manuel; Munoz-Mari, Jordi; Laparra, Valero; Camacho, Fernando; Sanchez-Zapero, Jorge; Camps-Valls, Gustau ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2018) DOI / 10.1016/j.isprsjprs.2018.03.005
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Article Machine Learning Regression Approaches for Colored Dissolved Organic Matter (CDOM) Retrieval with S2-MSI and S3-OLCI Simulated Data Belen Ruescas, Ana; Hieronymi, Martin; Mateo-Garcia, Gonzalo; Koponen, Sampsa; Kallio, Kari; Camps-Valls, Gustau REMOTE SENSING (2018) DOI / 10.3390/rs10050786 Gold DOAJ
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Article Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection Padron-Hidalgo, Jose Antonio; Perez-Suay, Adrian; Nar, Fatih; Laparra, Valero; Camps-Valls, Gustau IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 1939-1404 (2020) DOI / 10.1109/jstars.2020.3020913 Gold other
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Article Improved Statistically Based Retrievals via Spatial-Spectral Data Compression for IASI Data Garcia-Sobrino, Joaquin; Laparra, Valero; Serra-Sagrista, Joan; Calbet, Xavier; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2019) DOI / 10.1109/tgrs.2019.2901396 Green submitted
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Article Long-term persistence, invariant time scales and on-off intermittency of fog events Salcedo-Sanz, S.; Piles, M.; Cuadra, L.; Casanova-Mateo, C.; Caamano, A. J.; Cerro-Prada, E.; Camps-Valls, G. ATMOSPHERIC RESEARCH 0169-8095 (2021) DOI / 10.1016/j.atmosres.2021.105456
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Article Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation Blix, Katalin; Camps-Valls, Gustau; Jenssen, Robert IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 1939-1404 (2017) DOI / 10.1109/jstars.2016.2641583
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Article Efficient Nonlinear RX Anomaly Detectors Padron Hidalgo, Jose A.; Perez-Suay, Adrian; Nar, Fatih; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 1545-598X (2021) DOI / 10.1109/lgrs.2020.2970582
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Editorial Material Foreword to the Special Issue on IGARSS 2018 Moreno, Jose; Antonio Sobrino, Jose; Camps-Valls, Gustau IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 1939-1404 (2019) DOI / 10.1109/jstars.2019.2929643 Bronze
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Article Gradient-Based Automatic Lookup Table Generator for Radiative Transfer Models Vicent Servera, Jorge; Alonso, Luis; Martino, Luca; Sabater, Neus; Verrelst, Jochem; Camps-Valls, Gustau; Moreno, Jose IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2019) DOI / 10.1109/tgrs.2018.2864517 Green submitted
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Article Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes Vicent, Jorge; Verrelst, Jochem; Pablo Rivera-Caicedo, Juan; Sabater, Neus; Munoz-Mari, Jordi; Camps-Valls, Gustau; Moreno, Jose IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING 1939-1404 (2018) DOI / 10.1109/jstars.2018.2875330 Green submitted
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Article Remote Sensing Image Classification With Large-Scale Gaussian Processes Morales-Alvarez, Pablo; Perez-Suay, Adrian; Molina, Rafael; Camps-Valls, Gustau IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING 0196-2892 (2018) DOI / 10.1109/tgrs.2017.2758922 Green submitted
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Article Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data Estevez, Jose; Vicent, Jorge; Pablo Rivera-Caicedo, Juan; Morcillo-Pallares, Pablo; Vuolo, Francesco; Sabater, Neus; Camps-Valls, Gustau; Moreno, Jose; Verrelst, Jochem ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2020) DOI / 10.1016/j.isprsjprs.2020.07.004 Green submitted
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Article Statistical retrieval of atmospheric profiles with deep convolutional neural networks Mahngren-Hansen, David; Laparra, Valero; Nielsen, Allan Aasbjerg; Camps-Valls, Gustau ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2019) DOI / 10.1016/j.isprsjprs.2019.10.002
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Article Deep Gaussian processes for biogeophysical parameter retrieval and model inversion Svendsen, Daniel Heestermans; Morales-Alvarez, Pablo; Belen Ruesca, Ana; Molina, Rafael; Camps-Valls, Gustau ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING 0924-2716 (2020) DOI / 10.1016/j.isprsjprs.2020.04.014 Green published, Green submitted, Hybrid
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Article Activities of the IEEE GRSS Spain Chapter Marcello, Javier; Piles, Maria; Camps-Valls, Gustau; Lopez-Martinez, Carlos; Luis Alvarez-Perez, Jose; Plaza, Antonio IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE 2473-2397 (2019) DOI / 10.1109/mgrs.2019.2911368 Bronze
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Article Nonlinear Time-Series Adaptation for Land Cover Classification Bailly, Adeline; Chapel, Laetitia; Tavenard, Romain; Camps-Valls, Gustau IEEE GEOSCIENCE AND REMOTE SENSING LETTERS 1545-598X (2017) DOI / 10.1109/lgrs.2017.2686639
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Article Estimating crop primary productivity with Sentinel-2 and Landsat 8 using machine learning methods trained with radiative transfer simulations Wolanin, Aleksandra; Camps-Valls, Gustau; Gomez-Chova, Luis; Mateo-Garcia, Gonzalo; van der Tol, Christiaan; Zhang, Yongguang; Guanter, Luis REMOTE SENSING OF ENVIRONMENT 0034-4257 (2019) DOI / 10.1016/j.rse.2019.03.002
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Article Fusing optical and SAR time series for LAI gap filling with multioutput Gaussian processes Pipia, Luca; Munoz-Mari, Jordi; Amin, Eatidal; Belda, Santiago; Camps-Valls, Gustau; Verrelst, Jochem REMOTE SENSING OF ENVIRONMENT 0034-4257 (2019) DOI / 10.1016/j.rse.2019.111452
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Article Exploitation of SAR and Optical Sentinel Data to Detect Rice Crop and Estimate Seasonal Dynamics of Leaf Area Index Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau; Grau-Muedra, Goncal; Nutini, Francesco; Busetto, Lorenzo; Katsantonis, Dimitrios; Stavrakoudis, Dimitris; Minakou, Chara; Gatti, Luca; Barbieri, Massimo; Holecz, Francesco; Stropp REMOTE SENSING (2017) DOI / 10.3390/rs9030248 Green submitted, Gold

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