Gustau Camps-Valls (ORCID: 0000-0003-1683-2138)

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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
Devis TuiaEcole Polytechnique Fédérale de Lausanne (EPFL)Verified email at epfl.ch
Lorenzo BruzzoneProfessor of Telecommunications, University of TrentoVerified email at ing.unitn.it
Markus ReichsteinDepartment of Biogeochemical Integration, Max-Planck-Institute for BiogeochemistryVerified email at bgc-jena.mpg.de
Javier CalpeAss Prof Univestiy of ValenciaVerified email at uv.es
Jochem verrelstPost-doc researcher, Image Processing Laboratory (IPL), University of ValenciaVerified email at uv.es
Valero LaparraUniversitat de ValènciaVerified email at uv.es
José Luis Rojo ÁlvarezProfessor of Telecommunication Engineering, Rey Juan Carlos UniversityVerified email at urjc.es
Luis GuanterUniversitat Politècnica de ValènciaVerified email at fis.upv.es
Manel Martínez-RamónProfessor. The University of New MexicoVerified email at unm.edu
Juan Pablo Rivera CaicedoCONACYT-UANVerified email at conacyt.mx
María PilesResearch scientist (UV)Verified email at uv.es
Julia AmorósProfessor of Electronic engineering, University of Valencia, SpainVerified email at uv.es
Álvaro Moreno MartínezImage and Signal Processing (ISP), University of Valencia, SpainVerified email at uv.es
José D. Martin-GuerreroETSE-UV, Universitat de ValènciaVerified email at uv.es
Jesus MaloProfessor of Vision Science, Universitat de ValenciaVerified email at uv.es
Emma Izquierdo VerdiguierUniversity of Natural Resources and Life Science (Boku)Verified email at boku.ac.at
Luis AlonsoUniversity of ValenciaVerified email at uv.es
Adrián Pérez-SuayUniversitat de ValènciaVerified email at uv.es

Gustau Camps-Valls (ORCID: 0000-0003-1683-2138)

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

Professor. Fellow IEEE/ELLIS/ESF/EurASC/AE. Image Processing Lab (IPL). Universitat de València

Verified email at uv.es - Homepage

Machine learning artificial intelligence 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	1887	2019
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	1707	2009
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	1647	2013
Kernel-based methods for hyperspectral image classification G Camps-Valls, L Bruzzone IEEE Transactions on Geoscience and Remote Sensing 43 (6), 1351-1362, 2005	1594	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	1166	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	800	2014
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	709	2007
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	700	2013
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	699	2015
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	591	2009
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	512	2015
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	480	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	456	2012
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	442	2016
Kernel methods for remote sensing data analysis G Camps-Valls, L Bruzzone John Wiley & Sons, 2009	440	2009
Kernel-based framework for multitemporal and multisource remote sensing data classification and change detection G Camps-Valls, L Gómez-Chova, J Muñoz-Marí, JL Rojo-Álvarez, ... IEEE Transactions on Geoscience and Remote Sensing 46 (6), 1822-1835, 2008	417	2008
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	399	2019
Semisupervised neural networks for efficient hyperspectral image classification F Ratle, G Camps-Valls, J Weston IEEE Transactions on Geoscience and Remote Sensing 48 (5), 2271-2282, 2010	346	2010
Robust support vector method for hyperspectral data classification and knowledge discovery G Camps-Valls, L Gómez-Chova, J Calpe-Maravilla, JD Martín-Guerrero, ... IEEE Transactions on Geoscience and Remote sensing 42 (7), 1530-1542, 2004	345	2004
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	323	2015

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