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Gustau Camps-Valls
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
Title
Cited by
Cited by
Year
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
36812019
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
21062013
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
18852009
Kernel-based methods for hyperspectral image classification
G Camps-Valls, L Bruzzone
IEEE Transactions on Geoscience and Remote Sensing 43 (6), 1351-1362, 2005
17232005
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
12622006
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
10322014
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
8242015
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
8122013
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
7952019
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
7712009
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
7522007
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
7302014
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
7192015
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
6462016
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
6292017
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
5702012
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
5222019
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
4892020
Kernel methods for remote sensing data analysis
G Camps-Valls, L Bruzzone
John Wiley & Sons, 2009
4702009
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
4452015
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Articles 1–20