Gustau Camps-Valls

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Jordi Muñoz-MaríProfessor. Electronic Engineering Department, University of ValenciaVerified email at uv.es
Luis Gómez-ChovaFull Professor, Image Processing Laboratory (IPL), Universitat de ValenciaVerified email at uv.es
Markus ReichsteinDepartment of Biogeochemical Integration, Max-Planck-Institute for BiogeochemistryVerified email at bgc-jena.mpg.de
Devis TuiaEcole Polytechnique Fédérale de Lausanne (EPFL)Verified email at epfl.ch
Lorenzo BruzzoneProfessor of Telecommunications, University of TrentoVerified email at ing.unitn.it
Jochem verrelstPost-doc researcher, Image Processing Laboratory (IPL), University of ValenciaVerified email at uv.es
Javier CalpeAss Prof Univestiy of ValenciaVerified email at uv.es
Valero LaparraUniversitat de ValènciaVerified email at uv.es
Luis GuanterUniversitat Politècnica de ValènciaVerified email at fis.upv.es
José Luis Rojo ÁlvarezProfessor of Telecommunication Engineering, Rey Juan Carlos UniversityVerified email at urjc.es
María PilesResearch scientist (UV)Verified email at uv.es
Álvaro Moreno MartínezImage and Signal Processing (ISP), University of Valencia, SpainVerified email at uv.es
emilio soria-olivasVerified email at uv.es
Manel Martínez-RamónProfessor. The University of New MexicoVerified email at unm.edu
Juan Pablo Rivera CaicedoCONAHCyT - Universidad Autónoma de NayaritVerified email at conahcyt.mx
Manuel Campos-TabernerUniversitat de ValènciaVerified email at uv.es
Emma Izquierdo-VerdiguierUniversity of Natural Resources and Life Science (Boku)Verified email at boku.ac.at
Julia AmorósProfessor of Electronic engineering, University of Valencia, SpainVerified email at uv.es
Jesus MaloProfessor of Vision Science, Universitat de ValenciaVerified email at uv.es
Luis AlonsoUniversity of HelsinkiVerified email at helsinki.fi

Gustau Camps-Valls

Other namesGustavo Camps-Valls, G Camps-i-Valls, Gustau Camps

Professor. Image Processing Lab (IPL). Universitat de València

Verified email at uv.es - Homepage

Artificial intelligence Causality Signal and image processing Remote sensing Earth science


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Deep learning and process understanding for data-driven Earth system science M Reichstein, G Camps-Valls, B Stevens, M Jung, J Denzler, ... Nature 566, 195-204, 2019	3479	2019
Hyperspectral remote sensing data analysis and future challenges JM Bioucas-Dias, A Plaza, G Camps-Valls, P Scheunders, N Nasrabadi, ... IEEE Geoscience and remote sensing magazine 1 (2), 6-36, 2013	2065	2013
Recent advances in techniques for hyperspectral image processing A Plaza, JA Benediktsson, JW Boardman, J Brazile, L Bruzzone, ... Remote sensing of environment 113, S110-S122, 2009	1866	2009
Kernel-based methods for hyperspectral image classification G Camps-Valls, L Bruzzone IEEE Transactions on Geoscience and Remote Sensing 43 (6), 1351-1362, 2005	1709	2005
Composite kernels for hyperspectral image classification G Camps-Valls, L Gomez-Chova, J Muñoz-Marí, J Vila-Francés, ... IEEE geoscience and remote sensing letters 3 (1), 93-97, 2006	1254	2006
Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence L Guanter, Y Zhang, M Jung, J Joiner, M Voigt, JA Berry, C Frankenberg, ... Proceedings of the National Academy of Sciences 111 (14), E1327-E1333, 2014	1009	2014
Unsupervised deep feature extraction for remote sensing image classification A Romero, C Gatta, G Camps-Valls IEEE Transactions on Geoscience and Remote Sensing 54 (3), 1349-1362, 2015	815	2015
Advances in hyperspectral image classification: Earth monitoring with statistical learning methods G Camps-Valls, D Tuia, L Bruzzone, JA Benediktsson IEEE signal processing magazine 31 (1), 45-54, 2013	805	2013
Classification of hyperspectral images with regularized linear discriminant analysis TV Bandos, L Bruzzone, G Camps-Valls IEEE Transactions on Geoscience and Remote Sensing 47 (3), 862-873, 2009	753	2009
Inferring causation from time series in Earth system sciences J Runge, S Bathiany, E Bollt, G Camps-Valls, D Coumou, E Deyle, ... Nature communications 10 (1), 2553, 2019	752	2019
Semi-supervised graph-based hyperspectral image classification G Camps-Valls, TVB Marsheva, D Zhou IEEE transactions on Geoscience and Remote Sensing 45 (10), 3044-3054, 2007	747	2007
A convex formulation for hyperspectral image superresolution via subspace-based regularization M Simoes, J Bioucas‐Dias, LB Almeida, J Chanussot IEEE Transactions on Geoscience and Remote Sensing 53 (6), 3373-3388, 2014	708	2014
Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties–A review J Verrelst, G Camps-Valls, J Muñoz-Marí, JP Rivera, F Veroustraete, ... ISPRS Journal of Photogrammetry and Remote Sensing 108, 273-290, 2015	699	2015
Predicting carbon dioxide and energy fluxes across global FLUXNET sites with regression algorithms G Tramontana, M Jung, CR Schwalm, K Ichii, G Camps-Valls, B Ráduly, ... Biogeosciences 13 (14), 4291-4313, 2016	630	2016
Compensatory water effects link yearly global land CO₂ sink changes to temperature M Jung, M Reichstein, CR Schwalm, C Huntingford, S Sitch, A Ahlström, ... Nature 541 (7638), 516-520, 2017	616	2017
Machine learning regression algorithms for biophysical parameter retrieval: Opportunities for Sentinel-2 and-3 J Verrelst, J Muñoz, L Alonso, J Delegido, JP Rivera, G Camps-Valls, ... Remote Sensing of Environment 118, 127-139, 2012	561	2012
The FLUXCOM ensemble of global land-atmosphere energy fluxes M Jung, S Koirala, U Weber, K Ichii, F Gans, G Camps-Valls, D Papale, ... Scientific data 6 (1), 74, 2019	488	2019
Kernel methods for remote sensing data analysis G Camps-Valls, L Bruzzone John Wiley & Sons, 2009	470	2009
Scaling carbon fluxes from eddy covariance sites to globe: synthesis and evaluation of the FLUXCOM approach M Jung, C Schwalm, M Migliavacca, S Walther, G Camps-Valls, S Koirala, ... Biogeosciences 17 (5), 1343-1365, 2020	455	2020
Multimodal classification of remote sensing images: A review and future directions L Gómez-Chova, D Tuia, G Moser, G Camps-Valls Proceedings of the IEEE 103 (9), 1560-1584, 2015	436	2015

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