Gustau Camps-Valls
Gustau Camps-Valls
Otros nombresGustavo Camps-Valls, G Camps-i-Valls, Gustau Camps
Professor. Fellow IEEE/ELLIS/ESF/EurASC/AE. Image Processing Lab (IPL). Universitat de València
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Citado por
Citado por
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
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
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
Kernel-based methods for hyperspectral image classification
G Camps-Valls, L Bruzzone
IEEE Transactions on Geoscience and Remote Sensing 43 (6), 1351-1362, 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
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
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
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
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
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
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
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
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
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
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
Kernel methods for remote sensing data analysis
G Camps-Valls, L Bruzzone
John Wiley & Sons, 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
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
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
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
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