The ISP research group, http://isp.uv.es, has a long tradition in statistical analysis of data coming from imaging systems. These measurements depend on the properties of the scenes and the physics of the imaging process, and their relevance depends on the (natural or artificial) observer that will analyze the data. Our distinct approach to signal, image and vision processing combines machine learning theory with the understanding of the underlying physics and biological vision. Applications mainly focus on optical remote sensing and computational visual neuroscience. Empirical statistical inference, also known as machine learning, is a field of computer science interested in making predictions, and models from observations and sensory data. The information processing tools in machine learning are critical to understand the function of natural neural networks involved in biological vision, as well as to make inferences in complex dynamic network systems, such as the Earth biosphere, atmosphere, and ecosystems.
Problems in Visual Neuroscience and in Remote Sensing based geosciences require similar mathematical tools. For example, both scientific fields face model inversion and model understanding problems. In both cases, one has a complex forward model that is difficult to invert (to extract information from) either because it is not analytically invertible (undetermined) or because the measurements (or responses) are noisy in nature. In Remote Sensing, the forward model is the imaging process given certain state conditions in the surface and atmosphere. In Visual Neuroscience, the forward model includes what is known in the neural pathway from the retina to the different regions of the visual cortex. Inversion of such models is key to make quantitative and meaningful inferences about the underlying system that generated the observed data. Beyond such quantitative assessment, a qualitative interpretation of the proposed models is mandatory as well. Qualitative understanding is more challenging than prediction, and causal inference from empirical data is the common playground both in geoscience and neuroscience. Simultaneous observations and recordings from a phenomenon lead to multidimensional signals that may display strong statistical correlation between the components. However, correlation is not enough to establish cause-effect relationships. This is key when analyzing activation and inhibition in the communication between different brain regions, and it is also of paramount relevance when studying the causes, effects and confounders of essential climate variables for detection and attribution in climate science. Finally, another parallelism is the analysis of big visual data: hyperspectral imagery acquired by current and upcoming satellite sensors pose a big-data information processing problem in similar ways to that in the visual brain. Adaptation, pattern recognition, inference and decision making in the brain may be quite inspiring for remote sensing image analysis.
The group is therefore organized into a theoretical research branch (A) and a more applied research branch (B). The theoretical machine learning core tackles model inversion, interpretation, causal inference from empirical data and inclusion of physical constraints and prior knowledge in big visual data. The applied research lines are devoted to apply and adapt the theoretrical developments for remote sensing, geociences and visual neuroscience. For the sake of simplicity, we have grouped together these activities along five conceptual research lines: machine learning, visual neuroscience, image processing, remote sensing and big data processing.
- Development of machine learning algorithms.
- Development of statistical models of visual neuroscience.
- Image processing applications.
- Remote sensing and geosciences applications.
- Aprenentatge automàtic
Desenvolupament de tècniques d'aprenentatge estadístic: xarxes neuronals, models gràfics, màquines kernel, tècniques de classificació, regressió, agrupament i visualització (manifold learning), aprenentatge actiu, semisupervisat, relacional, Bayesià, estructurat, i causal.
- Neurociència Visual
Desenvolupament de models i tècniques per al processament de dades en neurociència visual: manifold learning, independització, tècniques estadístiques de codificació òptima, de gaussianització, aprenentatge en varietats, estimació i inversió de models, interpretabilitat i causalitat.
- Processament d'imatges
Desenvolupament de models i tècniques per al processament de dades en neurociència visual: manifold learning, independització, tècniques estadístiques de codificació òptima, de gaussianització, aprenentatge en varietats, estimació i inversió de models, interpretabilitat i causalitat.
- Processament de gran volum de dades
Processament de grans bases de dades i imatges d'alta resolució temporal, espacial i espectral. Els nostres col·laboradors (ESA, NASA, EUMETSAT, Google, DigitalGlobe) proporcionen accés a grans volums de dades a processar en temps real mitjançant tècniques de paral·lelització, clústers, i algorismes.
- Teledetecció i geociència
Aplicacions en tractament de senyals i imatges de teledetecció: estimació de paràmetres biofísics i variables de fluxos, inversió de models, segmentació d'imatges, detecció de canvis i anomalies, fusió d'imatges i multiresolució, restauració, causalitat i atribució, rànquing.
- AMOROS LOPEZ, JULIA CARMEN
- Alumn.-Servei de Formacio Permanent
- GOMEZ CHOVA, LUIS
- Alumn.-Servei de Formacio Permanent
- Coordinador/a de Mobilitat
- ContraerExpandirCAMPS VALLS, GUSTAUPDI-Catedratic/a d'Universitat
Rivera, J.P.; Verrelst, J.; Muñoz-Marí, J.; Moreno, J.; Camps-Valls, G.,(2014)Research Group on Image and Signal ProcessingIeee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 7(4), pp. 1249 - 1259. ISSN: 1939-1404
Rojo-Álvarez, José Luis; Martínez-Ramón, Manel; Muñoz-Marí, Jordi; Camps-Valls, Gustavo(2014)Research Group on Image and Signal ProcessingDigital Signal Processing, 26, pp. 1 - 20. ISSN: 1051-2004
Tuia, Devis; Muñoz-Marí, Jordi; Rojo-Álvarez, José Luis; Martínez Ramón, Manel; Camps-Valls, Gustavo(2014)Research Group on Image and Signal ProcessingIEEE Transactions on Neural Networks. ISSN: 1045-9227
Miguel Lázaro-Gredilla; Michalis Titsias; Jochem Verrelst; G. Camps-Valls(2014)Retrieval of Biophysical Parameters with Heteroscedastic Gaussian Processes.Ieee Geoscience And Remote Sensing Letters, 11(4), pp. 838 - 842. ISSN: 1545-598X
Sancho Salcedo-Sanz; Carlos Casanova-Mateo; Jordi Muñoz-Marí; G. Camps-Valls(2014)Prediction of Daily Global Solar Irradiation using Temporal Gaussian Processes.Ieee Geoscience And Remote Sensing Letters, 11(11), pp. 1936 - 1940. ISSN: 1545-598X
Sancho Salcedo-Sanz; J. L. Rojo-Álvarez; Manel Martínez-Ramón; G. Camps-Valls(2014)Support Vector Machines in Engineering: An Overview.Data Mining and Knowledge Discovery, 4(1), pp. 234 - 267. ISSN: 1384-5810
Devis Tuia; Michele Volpi; Maxime Trolliet; G. Camps-Valls(2014)Semisupervised Manifold Alignment of Multimodal Remote Sensing Images.IEEE Transactions on Geoscience and Remote Sensing, 52(12), pp. 7708 - 7720. ISSN: 0196-2892
V. Laparra; S. Jimenez; D. Tuia; G. Camps-Valls; J. Malo(2014)Principal Polynomial Analysis.International Journal of Neural Systems. ISSN: 0129-0657
Emma Izquierdo-Verdiguier; Robert Jenssen; Luis Gómez-Chova; G. Camps-Valls(2014)Spectral Clustering with the Probabilistic Cluster Kernel.Neurocomputing. ISSN: 0925-2312
E. Izquierdo-Verdiguier; L. Gómez-Chova; L. Bruzzone; G. Camps-Valls(2014)Semisupervised Kernel Feature Extraction for Remote Sensing Image Analysis.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
G. Camps-Valls; Devis Tuia; Lorenzo Bruzzone; Jon Atli Benediktsson(2014)Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods.IEEE Signal Processing Magazine. ISSN: 1053-5888
Luis Guanter; Yongguang Zhang; Martin Jung; Joanna Joiner; Maximilian Voigt; Joseph A. Berry; Christian Frankenberg; Alfredo Huete; Pablo Zarco-Tejada; Jung-Eun Lee; M. Susan Moran; Guillermo Ponce-Campos; Christian Beer; Gustavo Camps-Valls; Nina Buchmann; Damiano Gianelle; Katja Klumpp; Alessandro Cescatti; John M. Baker; and Timothy J. Griffis.(2014)Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence.Proceedings of the National Academy of Sciences of the United States of America. ISSN: 0027-8424
Lázaro-Gredilla, M.; Titsias, M.K.; Verrelst, J.; Camps-Valls, G.(2014)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters, 11(4), pp. 838 - 842. ISSN: 1545-598X
Izquierdo-Verdiguier, E.; Gomez-Chova, L.; Bruzzone, L.; Camps-Valls, G.(2014)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 52(9), pp. 5567 - 5578. ISSN: 0196-2892
Laparra; Jiménez; Tuia; Camps-Valls; Malo(2014)Research Group on Image and Signal ProcessingInternational Journal of Neural Systems, 24(7), pp. 1 - 11. ISSN: 0129-0657
Sancho Salcedo-Sanz; Carlos Casanova-Mateo; Jordi Muñoz-Marí; Gustau Camps-Valls(2014)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters, 11(11), pp. 1936 - 1940. ISSN: 1545-598X
Rivera Caicedo, J.P.; Verrelst, J.; Muñoz-Marí, J.; Moreno, J.; Camps-Valls, G(2014)Research Group on Image and Signal ProcessingIeee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 7(4), pp. 1249 - 1259. ISSN: 1939-1404
Campos-Taberner, M.; García-Haro, F. J.; Moreno, A.; Gilabert, M. A.; Sánchez-Ruiz, S.; Martínez, B.; Camps-Valls, G.(2015)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters, 12(12), pp. 2501 - 2505. ISSN: 1545-598X
Emma Izquierdo-Verdiguier; Robert Jenssen; Luis Gómez-Chova; Gustavo Camps-Valls(2015)Research Group on Image and Signal ProcessingNeurocomputing, 149(C), pp. 1299 - 1304. ISSN: 0925-2312
Verrelst, J.; Rivera, J.P.; Veroustraete, F.; Muñoz-Marí, J.; Clevers, J.G.P.W.; Camps-Valls, G.; Moreno, J.(2015)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 108, pp. 260 - 272. ISSN: 0924-2716
Verrelst, J.; Camps-Valls, G.; Muñoz-Marí, J.; Rivera, J.P.; Veroustraete, F.; Clevers, J.G.P.W.; Moreno, J.(2015)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 108, pp. 273 - 290. ISSN: 0924-2716
Rivera, J.P.; Verrelst, J.; Gómez-Dans, J.; Muñoz-Marí, J.; Moreno, J.; Camps-Valls, G.(2015)Research Group on Image and Signal ProcessingRemote Sensing, 7, pp. 9347 - 9370. ISSN: 2072-4292
Luis Gómez-Chova; Devis Tuia; Gabriele Moser; Gustau Camps-Valls(2015)Research Group on Image and Signal ProcessingProceedings of the IEEE, 103(9), pp. 1560 - 1584. ISSN: 0018-9219
Gustau Camps-Valls; Jochem Verrelst; Jordi Munoz-Mari; Valero Laparra; Fernando Mateo-Jimenez; Jose Gomez-Dans(2016)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Magazine, 4(2), pp. 1 - 16. ISSN: 2168-6831
Romero, A; Gatta, C; Camps-Valls, G.(2016)Unsupervised Deep Feature Extraction for Remote Sensing Image Classification.IEEE Transactions on Geoscience and Remote Sensing, 54(3), pp. 1349 - 1362. ISSN: 0196-2892
Tramontana, G; Ichii, K; Camps-Valls, G.; Tomelleri, E.; Papale, D.(2015)Uncertainty analysis of gross primary production upscaling using Random Forests, remote sensing and eddy covariance data.Remote Sensing of Environment. ISSN: 0034-4257
Volpi, M.; Camps-Valls, G.; Tuia, D.(2015)Spectral alignment of multi-temporal cross-sensor images with automated kernel canonical correlation analysis.Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
Laparra, V.; Malo, J.; Camps-Valls, G.(2015)Dimensionality reduction via regression in hyperspectral imagery.Ieee Journal Of Selected Topics In Signal Processing. ISSN: 1932-4553
Campos-Taberner, M.; García-Haro, F. J.; Camps-Valls, G.; Grau-Muedra, G.; Nutini, F.; Crema, A.; Boshetti, M.(2016)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 187, pp. 102 - 118. ISSN: 0034-4257
Jochem Verrelst; Neus Sabater; Juan Pablo Rivera; Jordi Muñoz-Marí; Jorge Vicent; Gustau Camps-Valls; José Moreno(2016)Research Group on Image and Signal ProcessingRemote Sensing, 8(8). ISSN: 2072-4292
Campos-Taberner, M.; Romero-Soriano, A.; Gatta, C.; Camps-Valls, G.; Lagrange, A.; Le Saux, B.; Beaupère, A.; Boulch, A.; Chan-Hon-Tong, A.; Herbin, S.; Randrianarivo, H.; Ferecatu, M.; Shimoni, M.; Moser, G.; Tuia, D.(2016)Research Group on Image and Signal ProcessingIeee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 9(12), pp. 5547 - 5559. ISSN: 1939-1404
J.Verrelst; S. Dethier; J.P. Rivera; J. Muñoz-Marí; G. Camps-Valls; J. Moreno(2016)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters, 13(7), pp. 1012 - 1016. ISSN: 1545-598X
Verrelst J.; Rivera, J.P.; Gitelson, A.; Delegido, J.; Moreno, J.; Camps-Valls, G.,(2016)Research Group on Image and Signal ProcessingInternational Journal Of Applied Earth Observation And Geoinformation, 52, pp. 554 - 567. ISSN: 0303-2434
Tuia, D.; Marcos, D.; Camps-Valls, G.(2016)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 120, pp. 1 - 12. ISSN: 0924-2716
Camps-Valls, G.(2016)Research Group on Image and Signal ProcessingElectronics Letters, 52(14), pp. 1218 - 1220. ISSN: 0013-5194
Tramontana, G.; Jung, M.; Camps-Valls, G.; Ichii, K.; Raduly, B.; Reichstein, M.; Schwalm, C. R.; Arain, M. A.; Cescatti, A.; Kiely, G.; Merbold, L.; Serrano-Ortiz, P.; Sickert, S.; Wolf, S.; Papale, D.(2016)Research Group on Image and Signal ProcessingBiogeosciences Discussions, 13, pp. 4291 - 4313. ISSN: 1810-6285
Mateo, F.; Muñoz-Marí, J.; Laparra, V.; Verrelst, J.; Camps-Valls, G.(2016)Research Group on Image and Signal ProcessingLecture Notes in Artificial Intelligence, 13, pp. 4291 - 4313. ISSN: 0302-9743
Tuia, D.; Camps-Valls, G.(2016)Kernel Manifold Alignment for Domain Adaptation.Plos One, 6. ISSN: 1932-6203
Camps-Valls, G.;Bioucas-Dias, J.; Crawford, M.(2016)A Special Issue on Advances in Machine Learning for Remote Sensing and Geosciences.Ieee Geoscience And Remote Sensing Magazine, 4(2), pp. 5 - 7. ISSN: 2168-6831
Emma Izquierdo-Verdiguier; Valero Laparra; Robert Jenssen; Luis Gómez-Chova; Gustau Camps-Valls(2016)Research Group on Image and Signal ProcessingIeee Transactions On Neural Networks And Learning Systems, 28(6), pp. 1466 - 1472. ISSN: 2162-237X
Campos-Taberner, M.; García-Haro, F. J.; Camps-Valls, G.; Grau-Muedra, G.; Nutini, F.; Busetto, L.; Katsantonis, D.; Stavrakoudis, D.; Minakou, C.; Gatti, L.; Barbieri, M.; Holecz, F.; Stroppiana, D.; Boschetti, M.(2017)Research Group on Image and Signal ProcessingRemote Sensing, 9(3), p. 248. ISSN: 2072-4292
Adrián Pérez-Suay; Julia Amorós-López; Luis Gómez-Chova; Valero Laparra; Jordi Muñoz-Marí; Gustau Camps-Valls(2017)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 202, pp. 54 - 63. ISSN: 0034-4257
M. Piles; D. Chaparro; D. Entekhabi; A. G. Konings; T. Jagdhuber; G. Camps-Valls(2017)Research Group on Image and Signal ProcessingGeoscience and Remote Sensing (IGARSS), IEEE International Symposium, pp. 4346 - 4349. ISSN: 2153-6996
Joaquín García-Sobrino; Joan Serra-Sagristà; Valero Laparra; Xavier Calbet; Gustau Camps-Valls(2017)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
J. Verrelst; J.P. Rivera Caicedo; J. Muñoz-Mari, G. Camps-Valls; J. Moreno(2017)Research Group on Image and Signal ProcessingRemote Sensing, 9(9). ISSN: 2072-4292
J.P. Rivera Caicedo; J. Verrelst; J. Muñoz-Mari, G. Camps-Valls; J. Moreno(2017)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 132, pp. 88 - 101. ISSN: 0924-2716
Pablo Morales-Álvarez; Adrián Pérez-Suay; Rafael Molina; Gustau Camps-Valls(2017)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 56(2), pp. 1103 - 1114. ISSN: 0196-2892
Adrián Pérez-Suay; Gustau Camps-Valls(2017)Research Group on Image and Signal ProcessingApplied Soft Computing. ISSN: 1568-4946
Muñoz-Marí, J.; Izquierdo-Verdiguier, E.; Campos-Taberner, M.; Pérez-Suay, A.; Gómez-Chova, L.; Mateo-García, G.; Ruescas, A. B.; Laparra, V.; Padrón, J. A.; Amorós-López, J.; Camps-Valls, G.(2017)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Magazine, 5(4), pp. 79 - 85. ISSN: 2168-6831
Luis Gómez-Chova; Julia Amorós-López; Gonzalo Mateo-García; Jordi Muñoz-Marí; Gustau Camps-Valls(2017)Research Group on Image and Signal ProcessingJournal Of Applied Remote Sensing, 11(1), p. 015005. ISSN: 1931-3195
A. Bailly; L. Chapel; R. Tavenard; G. Camps-Valls(2017)Nonlinear Time-Series Adaptation for Land Cover Classification.Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
K. Blix; R. Jenssen; G. Camps-Valls(2017)Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation.Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing. ISSN: 1939-1404
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(2017)Global distribution of groundwater-vegetation spatial covariation.Geophysical Research Letters. ISSN: 0094-8276
Jung, Martin; Reichstein, Markus; Schwalm, Christopher R.; Huntingford, Chris; Sitch, Stephen; Ahlstr\'om,;ers; Arneth, Almut; Camps-Valls, Gustau; Ciais, Philippe; Friedlingstein, Pierre; Gans, Fabian; Ichii, Kazuhito; Jain, Atul K.; Kato, Etsushi; Papale, Dario; Poulter, Ben; Raduly, Botond; R\'odenbeck, Christian; Tramontana, Gianluca; Viovy, Nicolas; Wang, Ying-Ping; Weber, Ulrich; Zaehle, S\'onke; Zeng, Ning(2017)Compensatory water effects link yearly global land CO2 sink changes to temperature.Nature. ISSN: 0028-0836
Martino, L.; Elvira, V.; Gustau Camps-Valls(2017)The Recycling Gibbs Sampler for Efficient Learning.Digital Signal Processing. ISSN: 1051-2004
Svendsen, D. H.; Martino, L.; Campos-Taberner, M.; García-Haro, F. J.; Camps-Valls, G.(2018)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 56(3), pp. 1718 - 1727. ISSN: 0196-2892
Borràs, J., Delegido, J., Pezzola, A., Pereira, M., Morassi, G., Camps-Valls, G.(2017)Clasificación de usos del suelo a partir de imágenes Sentinel-2.Revista Española de Teledetección, 48, pp. 55 - 66. ISSN: 1133-0953
García-Haro, F.J.; Campos-Taberner, M.; Muñoz-Marí, J.; Laparra, V.; Camacho, F.; Sánchez-Zapero, J.; Camps-Valls, G.(2018)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 139, pp. 57 - 74. ISSN: 0924-2716
Campos-Taberner, M.; García-Haro, F. J.; Busetto, L.; Ranghetti, L..; Martínez, B.; Gilabert, M. A.; Camps-Valls, G.; Camacho, F.; Boschetti, M.(2018)Research Group on Image and Signal ProcessingRemote Sensing, 10(5), p. 763. ISSN: 2072-4292
Camps-Valls, G.; Martino, L.; Svendsen, D. H; Campos-Taberner, M.; Muñoz-Marí, J.; Laparra, V.;Luengo, D.; García-Haro, F. J.(2018)Research Group on Image and Signal ProcessingApplied Soft Computing, 68, pp. 69 - 82. ISSN: 1568-4946
Luis Gómez-Chova; Raúl Santos-Rodríguez; Gustau Camps-Valls(2018)Research Group on Image and Signal ProcessingPattern Recognition Letters, 112, pp. 75 - 82. ISSN: 0167-8655
Gonzalo Mateo-García; Luis Gómez-Chova; Julia Amorós-López; Jordi Muñoz-Marí; Gustau Camps-Valls(2018)Research Group on Image and Signal ProcessingRemote Sensing, 10(7), p. 1079. ISSN: 2072-4292
Campos-Taberner, M.; Moreno-Martínez, A.; García-Haro, F.J.; Camps-Valls, G.; Robinson, N.P.; Kattge, J.; Running, S.W.(2018)Research Group on Image and Signal ProcessingRemote Sensing, 10(8), p. 1167. ISSN: 2072-4292
Jochem Verrelst; Zbyněk Malenovský; Christiaan Van der Tol; Gustau Camps-Valls; Jean-Philippe Gastellu-Etchegorry; Philip Lewis; Peter North; Jose Moreno(2018)Quantifying Vegetation Biophysical Variables from Imaging Spectroscopy Data: A Review on Retrieval Methods.Surveys in Geophysics, 06. ISSN: 0169-3298
Ruescas, Ana Belen; Hieronymi, Martin; Mateo-Garcia, Gonzalo; Koponen, Sampsa; Kallio, Kari; Camps-Valls, Gustau(2018)Machine Learning Regression Approaches for Colored Dissolved Organic Matter (CDOM) Retrieval with S2-MSI and S3-OLCI Simulated Data.Remote Sensing, 10 (5) 2018. ISSN: 2072-4292
Mateo, A.; Muñoz-Marí, J.; Pérez-Suay, A.; Camps-Valls, G.(2018)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
Adrián Pérez-Suay; Julia Amorós-López; Luis Gómez-Chova; Jordi Muñoz-Marí; Dieter Just; Gustau Camps-Valls(2018)Research Group on Image and Signal ProcessingIeee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 11(11), pp. 3977 - 3987. ISSN: 1939-1404
Vicent, J.;Alonso, L.;Martino, L.;Sabater, N.;Verrelst, J.; Camps-Valls, G.; Moreno, J.(2018)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Vicent, J.; Verrelst, J.;Rivera-Caicedo, J.P.; Sabater, N.; Muñoz-Marí, J. ; Camps-Valls, G; Moreno, J.(2018)Research Group on Image and Signal ProcessingIeee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 11(12), pp. 4918 - 4931. ISSN: 1939-1404
Martino, L.;Elvira, V.;Gustau Camps-Valls(2018)Group Importance Sampling for Particle Filtering and MCMC.Digital Signal Processing. ISSN: 1051-2004
Moreno-Martinez, A.; Camps-Valls, G.; Kattge, J.; Robinson, N.; Reichstein, M.; van~Bodegom, P.; Kramer, K.; Cornelissen, J.H.C.; Reich, P.; Bahn, M.; Niinemets, U.; Penuelas, J.; Craine, J.M.; Cerabolini, B.E.L.; Minden, V.; Laughlin, D.C.; Sack, L.; Allred, B.; Baraloto, C.; Byun, C.; Soudzilovskaia, N.A.; Running, S.W.(2018)A methodology to derive global maps of leaf traits using remote sensing and climate data.Remote Sensing of Environment. ISSN: 0034-4257
Irene E. Teubner; Matthias Forkel; Martin Jung; Yi Y. Liu; Diego G. Miralles; Robert Parinussa; Robin van der Schalie; Mariette Vreugdenhil; Christopher R. Schwalm; Gianluca Tramontana; Gustau Camps-Valls; Wouter A. Dorigo(2018)Research Group on Image and Signal ProcessingInternational Journal Of Applied Earth Observation And Geoinformation, 65, pp. 79 - 91. ISSN: 0303-2434
Aleksandra Wolanin; Gustau Camps-Valls; Luis Gómez-Chova; Gonzalo Mateo-García; Christiaan van der Tol; Yongguang Zhang; Luis Guanter(2019)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 225, pp. 441 - 457. ISSN: 0034-4257
Adrián Pérez-Suay, Gustau Camps-Valls(2019)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 57(3), pp. 1502 - 1513. ISSN: 0196-2892
José Moreno; José Antonio Sobrino; Gustau Camps-Valls(2019)Research Group on Image and Signal ProcessingIeee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 12(7), pp. 2012 - 2014. ISSN: 1939-1404
Anna Mateo-Sanchis, Maria Piles, Jordi Muñoz-Marí, Jose E. Adsuara, Adrián Pérez-Suay, Gustau Camps-Valls(2019)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 234(111460). ISSN: 0034-4257
J. E. Adsuara, Adrián Pérez-Suay, J. Muñoz-Marí, A. Mateo-Sanchis, M. Piles and G. Camps-Valls(2019)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 57(12), pp. 10025 - 10035. ISSN: 0196-2892
García-Haro, F. J.; Campos-Taberner, M.; Moreno, A.; Tagesson, H. T.; Camacho, F.; Martínez, B.; Sánchez-Ruiz, S.; Piles, M.; Camps-Valls, G.; Yebra, M.; Gilabert, M. A.(2020)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 162, pp. 77 - 93. ISSN: 0924-2716
Reichstein, M.; Camps-Valls, G.; Stevens, B.; Denzler, J.; Carvalhais, N.; Jung, M. ;Prabhat(2019)Deep learning and process understanding for data-driven Earth System Science.Nature, 566(2), pp. 195 - 204. ISSN: 0028-0836
Gustau Camps-Valls; Dino Sejdinovic; Jakob Runge; Markus Reichstein(2019)A Perspective on Gaussian Processes for Earth Observation.National Science Review, 6(4), pp. 616 - 618. ISSN: 2095-5138
Jung, M.; Koirala, S.; Weber, U.; Ichii, K.; Gans, F.; Camps-Valls, G.; Papale, D.; Schwalm, C.; Tramontana, G.; Reichstein, M.(2019)The FLUXCOM ensemble of global land-atmosphere energy fluxes.Scientific Data, 6(74), pp. 1 - 14. ISSN: 2052-4463
Runge, J.; Bathiany, S.; Bollt, E.; Camps-Valls, G.; Coumou, D.; Deyle, E.; Clymour, C.; Kretschmer, M.; Mahecha, M.; Muñoz-Mar\'i, J.; van Nes, E.; Peters, J.; Quax, R.; Reichstein, M.; Scheffer, M.; Sch\'olkopf, B.; Spirtes, P.; Sugihara, G.; Sun, J.; Zhang, K.; Zscheischler, J.(2019)Inferring causation from time series with perspectives in Earth system sciences.Nature Communications, 10(2553), pp. 1 - 14. ISSN: 2041-1723
Irene E. Teubner; Matthias Forkel; Gustau Camps-Valls; Martin Jung; Diego G. Miralles; Gianluca Tramontana; Robin van der Schalie; Mariette Vreugdenhil; Leander M\'osinger; Wouter A. Dorigo(2019)Potential of satellite microwave vegetation optical depth for estimating gross primary production globally.Remote Sensing of Environment, 229(2553), pp. 100 - 113. ISSN: 0034-4257
Walther, S.; Duveiller, G.; Jung, M.; Guanter, L.; Cescatti, A.; Camps-Valls, G.(2019)Satellite observations of the contrasting response of trees and grasses to variations in water availability.Geophysical Research Letters, 46(46), pp. 11 - 30. ISSN: 0094-8276
Wolanin, A.; Guanter, L.; Camps-Valls, G.; Gomez-Chova, L.; Mateo-Garc\'ia, G.; van der Tol, C.; Zhang, Y.(2019)Estimating Crop Gross Primary Productivity with Sentinel-2, Radiative Transfer Modeling and Machine Learning Methods.Remote Sensing of Environment, 225(225), pp. 441 - 457. ISSN: 0034-4257
Pipia, L.; Muñoz-Marí, J.; Amin, E.; Belda, S.; Camps-Valls, G.; Verrelst, J.(2019)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 235, p. 1111452. ISSN: 0034-4257
J. Marcello; M. Piles; G. Camps-Valls; C. Lopez-Martinez; J. L. Alvarez-Perez; A. Plaza(2019)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Magazine, 7, pp. 177 - 180. ISSN: 2168-6831
Aleksandra Wolanin; Gonzalo Mateo-García; Gustau Camps-Valls; Luis Gómez-Chova; Michele Meroni; Gregory Duveiller; You Liangzhi; Luis Guanter(2020)Research Group on Image and Signal ProcessingEnvironmental Research Letters, 15(2), pp. 1 - 12. ISSN: 1748-9326
D. Bueso; M. Piles; G. Camps-Valls(2020)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Teubner, Irene E;Forkel, Matthias;Camps-Valls, Gustau;Jung, Martin;Miralles, Diego G;Tramontana, Gianluca;van der Schalie, Robin;Vreugdenhil, Mariette;M{\'o}singer, Leander;Dorigo, Wouter A(2019)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 229, pp. 100 - 113. ISSN: 0034-4257
José A. Padrón-Hidalgo ; Valero Laparra ; Nathan Longbotham ; Gustau Camps-Valls(2019)Kernel Anomalous Change Detection for Remote Sensing Imagery.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Joaquín García-Sobrino ; Valero Laparra ; Joan Serra-Sagristà ; Xavier Calbet ; Gustau Camps-Valls(2019)Improved Statistically Based Retrievals via Spatial-Spectral Data Compression for IASI Data.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
David Malmgren-Hansen; Valero Laparra; Allan Aasbjerg Nielsen; Gustau Camps-Valls(2019)Statistical retrieval of atmospheric profiles with deep convolutional neural networks.Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
Campos-Taberner, M.; García-Haro, F. J.; Martínez, B.; Izquierdo-Verdiguier, E.; Atzberger, C.; Camps-Valls, G.; Gilabert, M. A.(2020)Research Group on Image and Signal ProcessingScientific Reports, 10, p. 17188. ISSN: 2045-2322
Laura Martínez-Ferrer; María Piles; Gustau Camps-Valls;(2020)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
D. Heestermans-Svendsen; P. Morales-Alvarez; A. B. Ruescas; R. Molina; G. Camps-Valls.(2020)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
Berger, K.; Verrelst, J.; Feret, J-B.; Hank, T.; Wocher, M.; Camps-Valls, G.(2020)Research Group on Image and Signal ProcessingInternational Journal Of Applied Earth Observation And Geoinformation. ISSN: 0303-2434
J. Emmanuel Johnson ;Valero Laparra; Adrián Pérez-Suay; Miguel D. Mahecha; Gustau Camps-Valls(2020)Research Group on Image and Signal ProcessingPlos One. ISSN: 1932-6203
Schlund, M.; Eyring, V.; Camps-Valls, G.; Friedlingstein, P.; Gentine, P.; Reichstein, R.(2020)Research Group on Image and Signal ProcessingBiogeosciences. ISSN: 1726-4170
Diego Bueso; Maria Piles; Gustau Camps-Valls(2020)Explicit Granger Causality in Kernel Hilbert Spaces.Physical Review E. ISSN: 1539-3755
Padr\'on-Hidalgo, J.A; P\'erez-Suay, A.; Nar, F.; Laparra, V.; Camps-Valls, G.(2020)Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection.Ieee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 13, pp. 5480 - 5488. ISSN: 1939-1404
Jung, M.; Schwalm, C.; Migliavacca, M.; Walther, S.; Camps-Valls, G.; Koirala, S.; Anthoni, P.; Besnard, S.; Bodesheim, P.; Carvalhais, N.; Chevallier, F.; Gans, F.; Groll, D. S.; Haverd, V.; Ichii, K.; Jain, A. K.; Liu, J.; Lombardozzi, D.; Nabel, J. E. M. S.; Nelson, J. A.; Pallandt, M.; Papale, D.; Peters, W.; Pongratz, J.; R\'odenbeck, C.; Sitch, S.; Tramontana, G.; Weber, U.; Reichstein, M.; Koehler, P.; O'Sullivan, M.; Walker, A.(2020)Scaling carbon fluxes from eddy covariance sites to globe: Synthesis and evaluation of the FLUXCOM approach.Biogeosciences, 17, pp. 1343 - 1365. ISSN: 1726-4170
Sauz\`ede, R; Johnson, J Emmanuel; Claustre, H; Camps-Valls, G; Ruescas, AB(2020)Estimation of Oceanic Particulate Organic Carbon with Machine Learning.ISPRS annals of the photogrammetry, remote sensing and spatial information sciences, 2, pp. 949 - 956. ISSN: 2194-9050
S. Salcedo-Sanz; P. Ghamisi; M. Piles; M. Werner; L. Cuadra; A. Moreno-Martínez; E. Izquierdo-Verdiguier; J. Muñoz-Marí; Amirhosein Mosavi; G. Camps-Valls(2020)Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources.Information Fusion, 63, pp. 256 - 272. ISSN: 1566-2535
Álvaro Moreno-Martínez; Emma Izquierdo-Verdiguier; Marco P. Maneta; Gustau Camps-Valls; Nathaniel Robinson; Jordi Muñoz-Marí; Fernando Sedano; Nicholas Clinton; Steven W. Running(2020)Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud.Remote Sensing of Environment, 247. ISSN: 0034-4257
Tramontana, G.; Migliavacca, M.; Jung, M.; Reichstein, M.; Keenan, T.; Camps-Valls, G.; Ogee, J.; Verrelst, J.; Papale, D.(2020)Research Group on Image and Signal ProcessingGlobal Change Biology, 26(9). ISSN: 1354-1013
Estévez, J., Vicent, J., Rivera-Caicedo, J.P., Morcillo-Pallares, P., Vuolo, F., Sabater, N., Moreno, J., Verrelst, J.(2020)Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data.Isprs Journal of Photogrammetry and Remote Sensing, 167, pp. 289 - 304. ISSN: 0924-2716
Miguel Mahecha; Fabian Gans; Gunnar Brandt; Rune Christiansen; Sarah Cornell; Normann Fomferra; Guido Kraemer; Jonas Peters; Gustau Camps-Valls; Jonathan Donges; Wouter Dorigo; Lina Estupinan-Suarez; Victor Gutierrez-Velez; Martin Gutwin; Martin Jung; Maria Londono; Diego Miralles; Phillip Papastefanou; and Markus Reichstein(2020)Earth system data cubes unravel global multivariate dynamics.Earth System Dynamics, 11. ISSN: 2190-4979
José A. Padrón Hidalgo; Adrián Pérez-Suay; Fatih Nar; Gustau Camps-Valls(2021)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters, 18(2), pp. 231 - 235. ISSN: 1545-598X
Guido Kraemer; Gustau Camps-Valls; Markus Reichstein; Jeroen Smits; Miguel D. Mahecha(2020)Summarizing the state of the terrestrial biosphere in few dimensions.Biogeosciences, 17. ISSN: 1726-4170
Guido Kraemer; Markus Reichstein; Gustau Camps-Valls; Jeroen Smits; Miguel D. Mahecha(2020)The Low Dimensionality of Development.Social Indicators Research. ISSN: 0303-8300
Johnson, J. E.; Laparra, V.; Camps-Valls, G.(2020)Accounting for Input Noise in Gaussian Process Parameter Retrieval.Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
Svendsen, D.H.; Martino, L.; Camps-Valls, G.(2020)Active emulation of computer codes with Gaussian processes - Application to remote sensing.Pattern Recognition, 100. ISSN: 0031-3203
J. Muñoz-Marí; E. Izquierdo-Verdiguier; M. Campos-Taberner; A. Pérez-Suay; L. Gómez-Chova; G. Mateo-García; A. B. Ruescas; V. Laparra; J. A. Padrón; J- Amoros; G. Camps-Valls(2019)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Magazine. ISSN: 2168-6831
Veronica Nieves; Cristina Radin; Gustau Camps-Valls(2021)Research Group on Image and Signal ProcessingScientific Reports(11), p. 7650. ISSN: 2045-2322
Vicent, J.; Rivera-Caicedo, J.P.; Verrelst, J.; Muñoz-Marí, J.; Sabater, N.; Berthelot, B.; Camps-Valls, G.; Moreno, J.(2021)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
G. Camps-Valls; M. Campos-Taberner; Álvaro Moreno-Martínez; S. Walther; G. Duveiller; A. Cescatti; M. D. Mahecha; J. Muñoz-Marí; F.J. García-Haro; L. Guanter; M. Jung; J. A. Gamon; M. Reichstein; S. W. Running(2021)A Unified Vegetation Index for Quantifying the Terrestrial Biosphere.Science Advances, 7(9), p. 7447. ISSN: 2375-2548
M. Piles; J. Muñoz-Marí; A. Guerrero-Curieses; G. Camps-Valls; J. L. Rojo-Álvarez(2021)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, pp. 1 - 17. ISSN: 0196-2892
Anna Mateo-Sanchis; Maria Piles; Julia Amorós-López, Jordi Muñoz-Marí, Jose E. Adsuara, Álvaro Moreno-Martínez, Gustau Camps-Valls(2021)Research Group on Image and Signal ProcessingInternational Journal Of Applied Earth Observation And Geoinformation, 104, pp. 1 - 11. ISSN: 0303-2434
Katalin Blix; Ana Belen Ruescas; Juan Emmanuel Johnson; Gustau Camps-Valls(2021)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
J.A. Padron-Hidalgo, V. Laparra, and G. Camps-Valls(2021)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
J. Emmanuel Johnson, Valero Laparra, Maria Piles, Gustau Camps-Valls(2021)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Magazine. ISSN: 2168-6831
Gregory Duveiller; Gustau Camps-Valls; Guido Ceccherini; Alessandro Cescatti(2021)Spatial homogeneity from temporal stability: Exploiting the combined hyper-frequent revisit of Terra and Aqua to guide Earth System Science.Remote Sensing of Environment. ISSN: 0034-4257
Llorente, Fernando; Martino, Luca; Delgado-G\'omez, D; Camps-Valls, Gustau(2021)Deep importance sampling based on regression for model inversion and emulation.Digital Signal Processing. ISSN: 1051-2004
Tuia, D.; Roscher, R.; Wegner, J.D.; Jacobs, N.; Zhu, X.X.; Camps-Valls, G.(2021)Towards a Collective Agenda on AI for Earth Science Data Analysis.Ieee Geoscience And Remote Sensing Magazine. ISSN: 2168-6831
Svendsen, D.H.; Hernàndez-Lobato, D.; Laparra, V.; Martino, L.; Moreno-Martínez, A.; Camps-Valls, G.(2021)Inference over Radiative Transfer Models using Variational and Expectation Maximization Methods.Machine Learning. ISSN: 0885-6125
Salcedo-Sanz, S.; Piles, M.; Cuadra, L.; Casanova-Mateo, C.; Caamaño, A. J.; Sanz-Justo, J.; Cerro-Prada, E.; Camps-Valls, G.(2021)Long-term Persistence, Invariant Time Scales and On-off Intermittency of Fog Events.Atmospheric Research. ISSN: 0169-8095
Martino, L.; Elvira, V.; López-Santiago, J.; Camps-Valls, G.(2021)Compressed particle methods for expensive models with application in Astronomy and Remote Sensing.IEEE Transactions on Aerospace and Electronic Systems. ISSN: 0018-9251
Forzieri, G.; Girardello, M.; Ceccherini, G.; Spinoni, J.; Feyen, L.; Hartmann, H.; Beck, P.S.A; Camps-Valls, G.; Chirici, G.; Mauri, A.; Cescatti, A.(2021)Emergent vulnerability to climate-driven disturbances in European forests.Nature Communications. ISSN: 2041-1723
D. H. Svendsen, M. Piles, J. Muñoz-Marí, D. Luengo, L. Martino and G. Camps-Valls(2022)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 60, pp. 1 - 15. ISSN: 0196-2892
Emiliano Díaz; Jose E. Adsuara; Álvaro Moreno Martínez; María Piles; Gustau Camps-Valls(2022)Research Group on Image and Signal ProcessingScientific Reports, 12(1), pp. 1 - 12. ISSN: 2045-2322
Laura Martínez-Ferrer; Álvaro Moreno-Martínez; Manuel Campos-Taberner; Francisco Javier García-Haro; Jordi Muñoz-Marí; Steven W Running; John Kimball; Nicholas Clinton; Gustau Camps-Valls(2022)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 280(113199). ISSN: 0034-4257
Qiang Wang; Álvaro Moreno-Martínez; Jordi Muñoz-Marí; Manuel Campos-Taberner; Gustau Camps-Valls(2023)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 195, pp. 408 - 417. ISSN: 0924-2716
Camps-Valls, G.; Campos-Taberner, M.; Laparra, V. ; Martino, L. ; Munoz-Mari, J.(2022)Retrieval of Physical Parameters with Deep Structured Kernel Regression.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Watson-Parris, D.; Rao, Y.; Olivié, D.; Seland, Ø.; Nowack, P.; Camps-Valls, G.; Stier, P.; Bouabid, S.; Dewey, M.; Fons, E.; Gonzalez, J.; Harder, P.; Jeggle, K.; Lenhardt, J.; Manshausen, P.; Novitasari, M.; Ricard, L.; Roesch, C.(2022)ClimateBench v1.0: A Benchmark for Data-Driven Climate Projections.Journal Of Advances In Modeling Earth Systems. ISSN: 1942-2466
Kondylatos, S.; Prapas, I.; Ronco, M.; Papoutsis, I.; Camps-Valls, G.; Piles, M.; Fernández-Torres, M.A.; Carvalhais, N.(2022)Wildfire Danger Prediction and Understanding with Deep Learning.Geophysical Research Letters. ISSN: 0094-8276
Arndt Kaps; Axel Lauer; Gustau Camps-Valls; Pierre Gentine; Luis Gómez-Chova; Veronika Eyring(2023)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 61, pp. 1 - 15. ISSN: 0196-2892
Jun Li; Zhaocong Wu; Qinghong Sheng; Bo Wang; Zhongwen Hu; Shaobo Zheng; Gustau Camps-Valls; Matthieu Molinier(2022)A hybrid generative adversarial network for weakly-supervised cloud detection in multispectral images.Remote Sensing of Environment. ISSN: 0034-4257
A. Mateo-Sanchis, J. E. Adsuara, M. Piles, J. Muñoz-Marí, A. Pérez-Suay and G. Camps-Valls(2023)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
D. Bueso, M. Piles, P. Ciais, J-P. Wigneron, Á. Moreno-Martínez, G. Camps-Valls(2023)Research Group on Image and Signal ProcessingNational Science Review. ISSN: 2095-5138
Zhu Li; Adrián Pérez-Suay; Gustau Camps-Valls; Dino Sejdinovic(2022)Kernel dependence regularizers and Gaussian processes with applications to algorithmic fairness.Pattern Recognition. ISSN: 0031-3203
M. Ronco; J.M. Tárraga; J. Muñoz-Marí; M. Piles; E. Sevillano-Marco; Q. Wang; M.T. Miranda-Espinosa; S. Ponserre; G. Camps-Valls(2023)Research Group on Image and Signal ProcessingNature Communications, 14(8004). ISSN: 2041-1723
Camps-Valls, G.(2022)Commentary on 'Physics-informed deep learning parameterization of ocean vertical mixing improves climate simulations' by Zhu et al.National Science Review. ISSN: 2095-5138
Adrian Perez-Suay;Paula Gordaliza;Jean-Michel Loubes;Dino Sejdinovic;Gustau Camps-Valls(2023)Fair Kernel Regression through Cross-Covariance Operators.Transactions on Machine Learning Research. ISSN: 2835-8856
Padron, J.; Laparra, V.; Camps-Valls, G.(2022)Unsupervised Anomaly and Change Detection with Multivariate Gaussianization.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Taskin, G.; Camps-Valls, G.(2022)Graph Embedding via High Dimensional Model Representation for Hyperspectral Images.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Jordi Cort\'es-Andr\'es; Gustau Camps-Valls; Sebastian Sippel; Enik\Ho Sz\'ekely; Dino Sejdinovic; Emiliano Diaz; Adri\'an P\'erez-Suay; Zhu Li; Miguel Mahecha; Markus Reichstein(2022)Physics-aware Nonparametric Regression Models for Earth Data Analysis.Environmental Research Letters. ISSN: 1748-9326
M. Piles; J. Muñoz-Marí; A. Guerrero-Curieses; G. Camps-Valls; J. L. Rojo-Álvarez(2022)Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Persello, C.; Wegner, J.D.; Hänsch, R.; Tuia, D.; Ghamisi, P.; Koeva, M.; Camps-Valls, G.(2022)Deep Learning and Earth Observation to Support the Sustainable Development Goals: Current approaches, open challenges, and future opportunities.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Salcedo-Sanz, S.; Casillas-P\'erez, D.; Del Ser, J.; Casanova-Mateo, C.; Cuadra, L.; Piles, M.; Camps-Valls, G.(2022)Persistence in complex systems.Physics reports. ISSN: 0370-1573
Campos-Taberner, M.; García-Haro, F. J.; Martínez, B.; Sánchez-Ruiz, S.; Moreno-Martínez, A.; Camps-Valls, G.; Gilabert, M. A.(2023)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 197, pp. 320 - 334. ISSN: 0924-2716
Ronco, M.; Camps-Valls, G.(2023)Role of locality, fidelity and symmetry regularization in learning explainable representations.Neurocomputing. ISSN: 0925-2312
Bueso, Diego; Piles, Maria; Ciais, Philippe; Wigneron, Jean-Pierre; Moreno-Mart\'\inez, \'Alvaro; Camps-Valls, Gustau(2023)Soil and vegetation water content identify the main terrestrial ecosystem changes.National Science Review. ISSN: 2095-5138
Gustau Camps-Valls; Andreas Gerhardus; Urmi Ninad; Gherardo Varando; Georg Martius; Emili Balaguer-Ballester; Ricardo Vinuesa; Emiliano Diaz; Laure Zanna; Jakob Runge(2023)Discovering causal relations and equations from data.Physics reports. ISSN: 0370-1573
Celik, Mehmet Furkan; Isik, Mustafa Serkan; Taskin, Gulsen; Erten, Esra; Camps-Valls, Gustau(2023)Explainable Artificial Intelligence for Cotton Yield Prediction with Multisource Data.Ieee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
Diaz, A.; Johnson, J.E.; Varando, G.; Camps-Valls, G.(2023)Learning latent functions for causal discovery.Machine Learning-Science And Technology. ISSN: 2632-2153
Taskin, G.; Yetkin, E.F.; Camps-Valls, G.(2023)A Scalable Unsupervised Feature Selection with Orthogonal Graph Representation for Hyperspectral Images.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Jeggle, K.; Neubauer, D.; Camps-Valls, G.; Lohmann, U.(2023)Understanding cirrus clouds using explainable machine learning.Environmental Data Science 2023. ISSN: 2634-4602
Lianfa Li; Jin-Feng Wang; Meredith Franklin; Qian Yin; Jiajie Wu; Gustau Camps-Valls; Zhiping Zhu; Chengyi Wang; Yong Ge; Markus Reichstein(2023)Improving air quality assessment using physics-inspired deep graph learning.Npj Climate And Atmospheric Science. ISSN: 2397-3722
Qiang Wang; \'Alvaro Moreno-Mart\'\inez; Jordi Mu\~noz-Mar\'\i; Manuel Campos-Taberner; Gustau Camps-Valls(2023)Estimation of vegetation traits with kernel NDVI.Isprs Journal of Photogrammetry and Remote Sensing. ISSN: 0924-2716
Runge, Jakob; Gerhardus, Andreas; Varando, Gherardo; Eyring, Veronika; Camps-Valls, Gustau(2023)Causal inference for time series.Nature Reviews Earth & Environment. ISSN: 2662-138X
Runge, Jakob; Gerhardus, Andreas; Varando, Gherardo; Eyring, Veronika; Camps-Valls, Gustau(2023)Publisher Correction: Causal inference for time series.Nature Reviews Earth & Environment. ISSN: 2662-138X
Svendsen, D.H.; Hern\`andez-Lobato, D.; Laparra, V.; Martino, L.; Moreno-Mart\'\inez, A.; Camps-Valls, G.(2023)Inference over Radiative Transfer Models using Variational; Expectation Maximization Methods.Machine Learning. ISSN: 0885-6125
Vicent, J.; Martino, L.; Verrelst, L.; Camps-Valls, G.(2023)Multifidelity Gaussian Process Emulation for Atmospheric Radiative Transfer Models.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Journal Publications
- ContraerExpandirPILES GUILLEM, MARIAPDI-Contractat/Da Doctor/A
M. Piles, J. Ballabrera-Poy, J. Muñoz-Sabater(2019)Research Group on Image and Signal ProcessingRemote Sensing, 11(95). ISSN: 2072-4292
Anna Mateo-Sanchis, Maria Piles, Jordi Muñoz-Marí, Jose E. Adsuara, Adrián Pérez-Suay, Gustau Camps-Valls(2019)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 234(111460). ISSN: 0034-4257
J. E. Adsuara, Adrián Pérez-Suay, J. Muñoz-Marí, A. Mateo-Sanchis, M. Piles and G. Camps-Valls(2019)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 57(12), pp. 10025 - 10035. ISSN: 0196-2892
García-Haro, F. J.; Campos-Taberner, M.; Moreno, A.; Tagesson, H. T.; Camacho, F.; Martínez, B.; Sánchez-Ruiz, S.; Piles, M.; Camps-Valls, G.; Yebra, M.; Gilabert, M. A.(2020)Research Group on Image and Signal ProcessingIsprs Journal of Photogrammetry and Remote Sensing, 162, pp. 77 - 93. ISSN: 0924-2716
J. Marcello; M. Piles; G. Camps-Valls; C. Lopez-Martinez; J. L. Alvarez-Perez; A. Plaza(2019)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Magazine, 7, pp. 177 - 180. ISSN: 2168-6831
D. Chaparro, G. Duveiller, M. Piles, A. Cescatti, M. Vall-llossera, A. Camps, D. Entekhabi(2019)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 232(111303). ISSN: 0034-4257
T. Meyer, T. Jagdhuber, M. Piles, A. Fink, J. Grant, H. Vereecken, F. Jonard(2019)Research Group on Image and Signal ProcessingRemote Sensing, 11(2353). ISSN: 2072-4292
L. Karthikeyan, M. Pan, A.G. Konings, M. Piles, R. Fernandez-Moran, N. Kumar, E.F. Wood(2019)Simultaneous Retrieval of Global Scale Vegetation Optical Depth, Surface Roughness, and Soil Moisture using X-band AMSR-E Observations.Remote Sensing of Environment, 234(111473). ISSN: 0034-4257
D. Bueso; M. Piles; G. Camps-Valls(2020)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
G. Portal, T. Jagdhuber, M. Vall-llossera, A. Camps, M. Pablos, D. Entekhabi, M. Piles(2020)Assessment of Multi-Scale SMOS and SMAP Soil Moisture Products across the Iberian Peninsula.Remote Sensing, 12(570). ISSN: 2072-4292
T. Jagdhuber, C. Montzka, C. Lopez-Martinez, M.J. Baur, M. Link, M. Piles, N.N. Das, F. Jonard(2020)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
R.C. Ruscica, J. Polcher, M.M. Salvia, A.A. Sörensson, M. Piles, E. Jobbagy, H. Karszenbaum(2020)Research Group on Image and Signal ProcessingInternational Journal of Remote Sensing. ISSN: 0143-1161
Laura Martínez-Ferrer; María Piles; Gustau Camps-Valls;(2020)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
D. Bueso; M. Piles; G. Camps-Valls(2020)Research Group on Image and Signal ProcessingPhysical Review E, 102 (062201). ISSN: 1539-3755
S. Salcedo-Sanz; P. Ghamisi; M. Piles; M Werner; L. Cuadra; A. Moreno-Martínez; E. Izquierdo-Verdiguier; J. Muñoz-Marí; A. Mosavi; G. Camps-Valls(2020)Research Group on Image and Signal ProcessingInformation Fusion, 63, pp. 256 - 272. ISSN: 1566-2535
Salcedo-Sanz, S.; Piles, M.; Cuadra, L.; Casanova-Mateo, C.; Caamaño, A. J.; Sanz-Justo, J.; Cerro-Prada, E.; Camps-Valls, G.(2021)Long-term Persistence, Invariant Time Scales and On-off Intermittency of Fog Events.Atmospheric Research. ISSN: 0169-8095
M. Piles; J. Muñoz-Marí; A. Guerrero-Curieses; G. Camps-Valls; J. L. Rojo-Álvarez(2021)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, pp. 1 - 17. ISSN: 0196-2892
Anna Mateo-Sanchis; Maria Piles; Julia Amorós-López, Jordi Muñoz-Marí, Jose E. Adsuara, Álvaro Moreno-Martínez, Gustau Camps-Valls(2021)Research Group on Image and Signal ProcessingInternational Journal Of Applied Earth Observation And Geoinformation, 104, pp. 1 - 11. ISSN: 0303-2434
J. Emmanuel Johnson, Valero Laparra, Maria Piles, Gustau Camps-Valls(2021)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Magazine. ISSN: 2168-6831
M.J. Baur, T. Jagdhuber, A. F. Feldman, D. Chaparro, M. Piles, D. Entekhabi(2021)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 267(112726). ISSN: 0034-4257
W. Zhao, F. Wen, Q. Wang, N. Sanchez, M. Piles(2021)Research Group on Image and Signal ProcessingJournal of Hydrology, 603(126930). ISSN: 0022-1694
L. Almendra-Martín, J. Martínez-Fernández, M. Piles, A. González-Zamora(2021)Research Group on Image and Signal ProcessingRemote Sensing of Environment, 258(112377). ISSN: 0034-4257
D. H. Svendsen, M. Piles, J. Muñoz-Marí, D. Luengo, L. Martino and G. Camps-Valls(2022)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing, 60, pp. 1 - 15. ISSN: 0196-2892
J. Muñoz-Sabater, E. Dutra, A. Agustí-Panareda, C. Albergel, G. Arduini, G. Balsamo, S. Boussetta, M. Choulga, S. Harrigan, H. Hersbach, B. Martens, D.G. Miralles, M. Piles, N.J. Rodríguez-Fernández, E. Zsoter, C. Buontempo, J.-N. Thépaut(2021)Research Group on Image and Signal ProcessingEarth System Science Data, 13, pp. 4349 - 4383. ISSN: 1866-3508
M. M. Salvia, N. Sánchez, M. Piles, R.C. Ruscica, Á. González-Zamora, E. Roitberg, J. Martínez-Fernández(2021)Research Group on Image and Signal ProcessingIeee Journal Of Selected Topics In Applied Earth Observations And Remote Sensing, 14, pp. 6487 - 6500. ISSN: 1939-1404
Emiliano Díaz; Jose E. Adsuara; Álvaro Moreno Martínez; María Piles; Gustau Camps-Valls(2022)Research Group on Image and Signal ProcessingScientific Reports, 12(1), pp. 1 - 12. ISSN: 2045-2322
Kondylatos, S.; Prapas, I.; Ronco, M.; Papoutsis, I.; Camps-Valls, G.; Piles, M.; Fernández-Torres, M.A.; Carvalhais, N.(2022)Wildfire Danger Prediction and Understanding with Deep Learning.Geophysical Research Letters. ISSN: 0094-8276
M. Piles; J. Muñoz-Marí; A. Guerrero-Curieses; G. Camps-Valls; J. L. Rojo-Álvarez(2022)Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions.IEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
Salcedo-Sanz, S.; Casillas-P\'erez, D.; Del Ser, J.; Casanova-Mateo, C.; Cuadra, L.; Piles, M.; Camps-Valls, G.(2022)Persistence in complex systems.Physics reports. ISSN: 0370-1573
T. Jagdhuber; F. Jonard; A. Fluhrer; D. Chaparro,;M.J. Baur,;T. Meyer; M. Piles(2022)Research Group on Image and Signal ProcessingBiogeosciences(19), pp. 2273 - 2294. ISSN: 1726-4170
L. Almendra-Martín; J. Martínez-Fernández; M. Piles; Á. González-Zamora; P. Benito-Verdugo; J. Gaona,(2022)Research Group on Image and Signal ProcessingGlobal and Planetary Change, 215. ISSN: 0921-8181
G. Portal; M. Vall-llossera; M. Piles; T. Jagdhuber; A. Camps; M. Pablos; C. López-Martínez; N. Das; D. Entekhabi(2022)Research Group on Image and Signal ProcessingIEEE Transactions on Geoscience and Remote Sensing. ISSN: 0196-2892
L. Almendra-Martín, J. Martínez-Fernández, M. Piles, Á. González-Zamora, P. Benito-Verdugo, J. Gaona(2022)Research Group on Image and Signal ProcessingScience of the Total Environment, 846. ISSN: 0048-9697
Stephens, G.; Polcher, J.; Zeng, X.; van Oevelen, P.; Poveda, G.; Bosilovich, M.; Ahn, M.; Balsamo, G.; Duan, Q.; Hegerl, G.; Jakob, C.; Lamptey, B.; Leung, R.; Piles, M.; Su, Z.; Dirmeyer, P.; Findell, K. L.; Verhoef, A.; Ek, M.; L'Ecuyer, T.; Roca, R.; Nazemi, A.; Dominguez, F.; Klocke, D.; Bony, S.(2023)Research Group on Image and Signal ProcessingBulletin of the American Meteorological Society. ISSN: 0003-0007
A. Mateo-Sanchis, J. E. Adsuara, M. Piles, J. Muñoz-Marí, A. Pérez-Suay and G. Camps-Valls(2023)Research Group on Image and Signal ProcessingIeee Geoscience And Remote Sensing Letters. ISSN: 1545-598X
D. Bueso, M. Piles, P. Ciais, J-P. Wigneron, Á. Moreno-Martínez, G. Camps-Valls(2023)Research Group on Image and Signal ProcessingNational Science Review. ISSN: 2095-5138
M. Ronco; J.M. Tárraga; J. Muñoz-Marí; M. Piles; E. Sevillano-Marco; Q. Wang; M.T. Miranda-Espinosa; S. Ponserre; G. Camps-Valls(2023)Research Group on Image and Signal ProcessingNature Communications, 14(8004). ISSN: 2041-1723
D. Chaparro; T. Jagdhuber; M. Piles; F. Jonard; A. Fluhrer; M. Vall-llossera; A. Camps; C. López-Martínez; R. Fernández-Morán; M. Baur; A. F. Feldman; A. Fink; D. Entekhabi(2024)Research Group on Image and Signal ProcessingRemote Sensing of Environment. ISSN: 0034-4257
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