| Journal papers
[last
10
years
only] |
|
| 2012 | |
| New! Our paper “Kernel Entropy Component Analysis for Remote Sensing Image Clustering” has been selected as the Editor's Choice OA paper for the March 2012 issue of GRSL. Read it for free here! | |
| Large Margin Filtering Rémi Flamary, Devis Tuia, Benjamin Labbé, Gustavo Camps-Valls and Alain Rakotomamonjy IEEE Transactions on Signal Processing, 60(2), 648-659, Feb. 2012  |
|
| Remote Sensing Image Segmentation by Active
Queries D. Tuia, J. Muñoz-Marí, G. Camps-Valls Pattern Recognition, Pattern Recognition, 45, 2180–2192, 2012 |
|
| Semisupervised
Classification
of
Remote
Sensing Images With Active Queries J. Muñoz-Marí, D. Tuia, G. Camps-Valls IEEE Transactions on Geoscience and Remote Sensing |
|
| A Color Contrast Definition for
Perceptually based Color Image Coding J. Gutiérrez, G. Camps-Valls, M.J. Luque and J. Malo Recent Patents on Signal Processing |
|
| Machine learning regression algorithms for
biophysical parameter retrieval: Opportunities for Sentinel-2 and -3
Jochem Verrelst, Jordi Muñoz, Luis Alonso, Jesús Delegido, Juan Pablo Rivera, Gustavo Camps-Valls, José Moreno. Remote Sensing of Environment, Volume 118, 2012, pp. 127–139. |
|
| Feature
Selection
Using
Support
Vector Machines and Bootstrap Methods for Ventricular
Fibrillation Detection Felipe Alonso-Atienza, Jose L. Rojo-Álvarez, Alfredo Rosado-Muñoz, Juan J. Vinagre, Arcadi García-Alberola and Gustavo Camps-Valls Expert Systems With Applications, Volume 39 Issue 2, February, 2012 |
|
| Kernel Entropy Component Analysis in Remote
Sensing Image Clustering Luis Gómez-Chova, Robert Jenssen, and Gustavo Camps-Valls IEEE Geoscience and Remote Sensing Letters, 9(2), 312 - 316, 2012 |
|
| Nonlinear
Statistical Retrieval of
Atmospheric Profiles from MetOp-IASI and MTG-IRS Infrared Sounding Data Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Luis Guanter and Xavier Calbet IEEE Transactions on Geoscience and Remote Sensing, 2012 Digital Object Identifier: 10.1109/TGRS.2011.2168963 |
|
| Retrieval of Canopy Parameters using
Gaussian Processes Techniques J. Verrelst, L. Alonso, G. Camps-Valls, J. Delegido and J. Moreno IEEE Transactions on Geoscience and Remote Sensing, 2012 Digital Object Identifier: 10.1109/TGRS.2011.2168962 |
|
| Nonlinearities and Adaptation of Color
Vision from Sequential Principal Curves Analysis Valero Laparra, Sandra Jiménez, Gustavo Camps-Valls and Jesus Malo (submitted) |
|
| A Support Vector
Machine MUSIC Algorithm Amina El Gonnouni, Manel Martínez Ramón, Jose L. Rojo Álvarez, Gustavo Camps-Valls, Aníbal R. Figueiras-Vidal and Christos Christodoulou (submitted) |
|
| Explicit Recursive
and Adaptive Filtering in Reproducing Kernel Hilbert Spaces Devis Tuia, Jordi Muñoz-Marí, José L. Rojo-Álvarez, Manel Martínez-Ramón and Gustavo Camps-Valls (submitted) |
|
| Unsupervised Change
Detection with Kernels Michele Volpi, Devis Tuia, Gustavo Camps-Valls, and Mikhail Kanevski (submitted) |
|
| Multitask Remote Sensing Data Classification J. M. Leiva-Murillo, Luis Gómez-Chova, and Gustavo Camps-Valls (submitted) |
|
| KeCoDe: Kernel Image Coding and Denoising
Toolbox J. Gutiérrez, V. Laparra, G. Camps-Valls and J. Malo (submitted) |
|
| Multitemporal
fusion of Landsat/TM and ENVISAT/MERIS images J. Amorós-López, L. Gómez-Chova, L. Alonso, L. Guanter, R. Zurita-Milla, J. Moreno, and Gustavo Camps-Valls (submitted) |
|
| 2011 | |
New! April
2011:
ISI/ThomsonReuters
identifies our paper  as a Fast Moving Front
research. Read the interview here! |
|
| |
Iterative Gaussianization: from ICA to
Random Rotations Valero Laparra, Gustavo Camps-Valls, Jesús Malo IEEE Transactions on Neural Networks, 22(4), 537-549, 2011
|
| Urban Image Classification with
Semisupervised Multiscale Cluster Kernels Devis Tuia and Gustavo Camps-Valls IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing, JSTARS, 4(1), 65-75, 2011 |
|
| Land cover classification of VHR airborne
images for citrus groves identification J. Amorós López, E. Izquierdo Verdiguier, L. Gómez Chova, J. Muñoz Marí, J. Z. Rodríguez, G. Camps Valls, J. Calpe Maravilla ISPRS Journal of Photogrammetry and Remote Sensing, 66(1), 115-123, 2011
|
|
| Regularized Multi-resolution Spatial
Unmixing for MERIS and Landsat Image Fusion Julia Amorós-López, Luis Gómez-Chova, Luis Alonso, José Moreno, and Gustavo Camps-Valls IEEE Geoscience and Remote Sensing Letters, 2011 |
|
| |
Multioutput Support Vector Regression for
Remote Sensing Biophysical Parameter Estimation Devis Tuia, Jochem Verrelst, Luis Alonso, Fernando Pérez-Cruz, and Gustavo Camps-Valls, IEEE Geoscience and Remote Sensing Letters, 8(4), 804-808, 2011
|
| Gridding artifacts on medium-resolution
satellite image time series: MERIS case study Luis Gómez-Chova, Raul Zurita-Milla, Luis Alonso, Julia Amorós-López, Luis Guanter, Gustavo Camps-Valls IEEE Transactions on Geoscience and Remote Sensing, 2011
|
|
| On the impact of lossy compression on
hyperspectral image classification and unmixing F. García-Vílchez, J. Muñoz-Marí, M. Zortea, I. Blanes-García, V. González, G. Camps-Valls, A. Plaza, and J. Serra-Sagristà, IEEE Geoscience and Remote Sensing Letters, 8(2), 253-257, 2011. |
|
| Introduction to the
Issue on Advances in Remote Sensing Image Processing Camps-Valls, G.; Benediktsson, J.A.; Bruzzone, L.; Chanussot, J.; IEEE Journal of Selected Topics in Signal Processing, 5(3), 365-369, 2011 |
|
| Multitemporal
Unmixing of
Medium-Spatial-Resolution Satellite Images:
A
Case Study Using MERIS Images
for Land-Cover Mapping Raúl Zurita-Milla, Luis Gómez-Chova, Luis Guanter, Jan G. P. W. Clevers, and Gustavo Camps-Valls IEEE Transactions on Geoscience and Remote Sensing, 2011
|
|
| 2010 | |
| Remote Sensing Feature Selection by Kernel
Dependence Estimation G. Camps-Valls, J. Mooij and B. Schölkopf IEEE Geoscience and Remote Sensing Letters, 7(3), 587-591, July 2010 |
|
| Mean Map Kernel Methods for Semisupervised
Cloud
Classification Luis Gómez-Chova, Gustavo Camps-Valls, Lorenzo Bruzzone and Javier Calpe-Maravilla IEEE Transactions on Geoscience and Remote Sensing, 48(1), 207-220, Jan. 2010 |
|
| Image Denoising with Kernels based on
Natural
Image Relations V. Laparra, J. Gutiérrez, G. Camps-Valls, and J. Malo Journal of Machine Learning Research, 11(Feb):873−903, 2010. |
|
| Semisupervised
One-Class
Support
Vector
Machines
for
Classification
of
Remote
Sensing
Data Jordi Muñoz-Marí, Francesca Bovolo, Luis Gómez-Chova, Lorenzo Bruzzone, and Gustavo Camps-Valls, IEEE Transactions on Geoscience and Remote Sensing, 48(8), 3188-3197, 2010 |
|
| Semisupervised Neural Networks for
Efficient Hyperspectral Image Classification F. Ratle, G. Camps-Valls, and J. Weston IEEE Transactions on Geoscience and Remote Sensing, 48(5), 2271-2282, 2010 |
|
| A Support Vector Domain
Method for Change Detection in Multitemporal Images F. Bovolo, G. Camps-Valls, L. Bruzzone Pattern Recognition Letters, 31(10), 1148-1154, 2010 |
|
| Spatio-spectral Remote Sensing Image
Classification with Graph Kernels Gustavo Camps-Valls, Nino Shervashidze, Karsten Borgwardt IEEE Geoscience and Remote Sensing Letters, 7(4), 741-745, 2010 |
|
| Structured Output SVM for Remote Sensing
Image Classification Devis Tuia, Jordi Muñoz-Marí, Mikhail Kanevski, Gustavo Camps-Valls Journal of Signal Processing Systems, p. 1-10, http://dx.doi.org/10.1007/s11265-010-0483-8, 2010 |
|
| Multisource
Composite
Kernels
for
Urban-Image
Classification Devis Tuia, Frédéric Ratle, Alexei Pozdnoukhov, and Gustavo Camps-Valls. IEEE Geoscience and Remote Sensing Letters, 2010, 7(1), 88-92, 2010
|
|
| Learning relevant image features with
multiple kernel classification D. Tuia, G. Matasci, G. Camps-Valls, and M. Kanevski IEEE Transactions on Geoscience and Remote Sensing, 2010, 48(10), 3780-3791, 2010
|
|
| 2009 | |
| Learning non-linear time-scales with
kernel gamma-filters G. Camps-Valls, J. Muñoz-Marí, M. Martínez-Ramón, J. Requena Carrión, J. L. Rojo-Álvarez, Neurocomputing, 72(4-6): 1324-1328 (2009). |
|
| Semisupervised Remote Sensing Image
Classification with Cluster Kernels Devis Tuia and Gustavo Camps-Valls. IEEE Geoscience and Remote Sensing Letters, 6(2), 224-228, 2009 |
|
| A Composite Semisupervised SVM for
Classification of Hyperspectral Images M. Marconcini, G. Camps-Valls, L. Bruzzone IEEE Geoscience and Remote Sensing Letters, 6(2), 234-238, 2009 |
|
| Biophysical Parameter Estimation with a
Semisupervised Support Vector Machine Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Katja Richter, and Javier Calpe-Maravilla, 2009. IEEE Geoscience and Remote Sensing Letters, 6(2), 248-252, 2009. |
|
| Recent advances in techniques for
hyperspectral image processing A. Plaza, J. A. Benediktsson, J. Boardman, J. Brazile, L. Bruzzone, G. Camps-Valls, J. Chanussot, M. Fauvel, P. Gamba, A. Gualtieri, and J.C. Tilton. Remote Sensing of Environment, 113, Supplement 1, Sept. 2009, S110-S122 Imaging Spectroscopy Special Issue. |
|
| Classification of Hyperspectral Images
with Regularized Linear Discriminant Analysis Tatyana V. Bandos, Lorenzo Bruzzone and Gustavo Camps-Valls IEEE Transactions on Geoscience and Remote Sensing, 47(3), 862-873, 2009. |
|
| Target detection with
Semisupervised Kernel Orthogonal Subspace Projection Luca Capobianco and Gustavo Camps-Valls IEEE Transactions on Geoscience and Remote Sensing, 47(11), 3822-3833, 2009. |
|
| 2008 | |
| On the Suitable Domain for SVM Training
in Image
Coding G. Camps-Valls, J. Gutierrez, G. Gomez and J. Malo Journal of Machine Learning Research, JMLR, 9(1), 49-66, 2008 |
|
| Kernel-based framework for multi-temporal
and
multi-source remote sensing data classification and change detection G. Camps-Valls, L. Gómez-Chova, J. Muñoz-Marí, M. Martínez-Ramón, and J. L. Rojo-Álvarez. IEEE Transactions on Geoscience and Remote Sensing, 46(6), 1822-1835, 2008 |
|
| Efficient Kernel Orthonormalized PLS for
Remote Sensing Applications J. Arenas-García and G. Camps-Valls. IEEE Transactions on Geoscience and Remote Sensing, 2008, 46(10), Part 1. 2872-2881. |
|
| Semisupervised Image Classification with
Laplacian Support Vector Machines L. Gomez, G. Camps-Valls, J. Muñoz-Marí and J. Calpe-Maravilla IEEE Geoscience and Remote Sensing Letters, 5(3), 336-340, 2008 |
|
| Sparse Deconvolution Using Support Vector
Machines José Luis Rojo-Álvarez, Manel Martínez-Ramón, C. Martínez, Jordi Muñoz-Marí, Gustavo Camps-Valls and Aníbal R. Figueiras-Vidal Special Issue "Emerging Machine Learning Techniques in Signal Processing" EURASIP JASP 2008 |
|
| New machine-learning paradigm provides
advantages for remote sensing Gustavo Camps-Valls SPIE Newsroom, 2008 |
|
| Automatic correction of the effects of the
light source on spherical objects J. Gómez-Sanchis, E. Moltó, G. Camps-Valls, L. Gómez, N. Aleixos, J. Blasco Journal of Food Engineering 85(2): 191-200, 2008 |
|
| Hyperspectral band selection for early
detection of rottenness caused by Penicillium digitatum in mandarins J. Gómez-Sanchis, L. Gómez-Chova, G. Camps-Valls, N. Aleixos, E. Moltó, J. Blasco Journal of Food Engineering 89(1): 80-86, 2008. |
|
| Correction of systematic spatial noise in
push-broom hyperspectral sensors: Application to CHRIS/PROBA images Luis Gomez-Chova, Luis Alonso, Luis Guanter, Gustavo Camps-Valls, Javier Calpe and Jose Moreno, Applied Optics, 47(28) Oct, 2008 |
|
| 2007 | |
| Semi-supervised graph-based hyperspectral
image classification G. Camps-Valls, T. Bandos, and D. Zhou. IEEE Transactions on Geoscience and Remote Sensing, 45(10), 3044-3054, Oct. 2007. |
|
| Cloud Screening Algorithm for
ENVISAT/MERIS Multispectral Images. Luis Gómez-Chova, Gustavo Camps-Valls, Javier Calpe, Luis Guanter, José Moreno IEEE Transactions on Geoscience and Remote Sensing, 45(12), Part 2, 4105-4118. 2007.
|
|
| A support vector domain description
approach to supervised classification of remote sensing images. J. Muñoz-Marí, L. Bruzzone, and G. Camps-Valls. IEEE Transactions on Geoscience and Remote Sensing, 45(8), 2683-2692. Aug. 2007.
|
|
| Hyperspectral Detection of Citrus Damage
with Mahalanobis Kernel Classifier J. Gomez-Sanchis, J. Blasco, G. Camps-Valls. IEE Electronics Letters 43(20), 1082-1084, 2007. |
|
| Nonlinear System Identification with
Composite Relevance
Vector Machines G. Camps-Valls, M. Martínez-Ramón, J. Luis Rojo-Álvarez and J. Muñoz-Marí IEEE Signal Processing Letters, 14(4), 279-282, April 2007 |
|
| Nonuniform
Interpolation
of
Noisy
Signals
Using
Support
Vector
Machines J.L. Rojo-Álvarez, C. Figuera, C.E. Martínez-Cruz, G. Camps-Valls, F. Alonso-Atienza, M. Martínez-Ramón IEEE Transactions on Signal Processing, 55(8), 4116-4126, Aug. 2007 |
|
| Kernel Antenna Array Processing M. Martínez-Ramón, J. L. Rojo-Álvarez, G. Camps-Valls, C. G. Christodoulou IEEE Transactions on Antennas and Propagation, 55(3), Part 1, 642-650, March 2007 |
|
| Therapeutic drug monitoring of kidney
transplant recipients using profiled support vector machines G. Camps-Valls, E. Soria-Olivas, J. J. Pérez-Ruixo, F. Pérez-Cruz, A. R. Figueiras-Vidal, and A. Artés-Rodríguez IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews, 37(3), 359-372, , May 2007
|
|
| Statistical Criteria
for Early Stopping of Support Vector Machines Tatyana V. Bandos, Gustavo Camps-Valls and Emilio Soria-Olivas Neurocomputing, 70, Issues 13-15, 2588-2592, August 2007 TechReport TR-DIE-GPDS-08/23/05. |
|
| 2006 | |
| Retrieval of Oceanic Chlorophyll
Concentration with Relevance Vector Machines G. Camps-Valls, L. Gomez-Chova, J. Vila-Francés, J. Amorós-López, J. Muñoz-Marí, and J. Calpe-Maravilla Remote Sensing of Environment. 105(1), 23-33, 2006
|
|
| Composite kernels for
hyperspectral image classification Gustavo Camps-Valls, Luis Gomez-Chova, Jordi Muñoz-Marí, Joan Vila-Francés, and Javier Calpe-Maravilla IEEE Geoscience and Remote Sensing Letters, 3(1), 93-97, Jan 2006. |
|
| Robust Support
Vector Regression for Biophysical Parameter Estimation from Remotely
Sensed Images Gustavo Camps-Valls, L. Bruzzone, Jose L. Rojo-Álvarez, Farid Melgani IEEE Geoscience and Remote Sensing Letters, 3(3), 339-343, July 2006 |
|
| Support
Vector
Machines for Nonlinear Kernel ARMA System Identification M. Martínez Ramón, J. L. Rojo-Álvarez, G. Camps-Valls, A. Navia-Vázquez, E. Soria-Olivas, and A. Figueiras-Vidal IEEE Transactions on Neural Networks, 17(6), 1617-1622, Nov. 2006 |
|
| Enhancing
Decision-Based Neural Networks Through Local Competition G. Camps-Valls, L. Gomez-Chova, J. Vila-Frances, J. D. Martín-Guerrero, A. Serrano-Lopez, E. Soria-Olivas Neurocomputing Letters. 69(7-9):905–908, Mar 2006 Paper:
Extended
Version,
TR-DIE-GPDS-08/23/2005: |
|
| Non-linear
RLS-based Algorithm for Channel Equalization. E. Soria-Olivas, G. Camps-Valls, J. D. Martín-Guerrero, J. Calpe-Maravilla, J. Vila-Frances, A. Serrano-Lopez Signal Processing, 86(5):1104–1108, Mar 2006. |
|
| Efficient
Pruning of Multilayer Perceptrons Using a Fuzzy Sigmoid Activation
Function E. Soria-Olivas, J. D. Martín-Guerrero, A. Serrano-Lopez, J. Calpe-Maravilla, and G. Camps-Valls Neurocomputing Journal, 69(7-9), 909–912, Mar 2006. |
|
| 2005 | |
| Kernel-based Methods for
Hyperspectral
Image Classification G. Camps-Valls and L. Bruzzone. IEEE Transactions on Geoscience and Remote Sensing, 43(6), 1351-1362. |
|
| Support Vector Machines
Framework
for Linear Time Series Processing J. L. Rojo-Álvarez, G. Camps-Valls, M. Martínez-Ramón, E. Soria-Olivas, A. Navia-Vázquez and A. R. Figueiras-Vidal. Signal Processing. 2005. |
|
| Perceptual
Adaptive Insensitivity for
Support Vector Machine Image Coding Gabriel Gómez-Pérez, Gustavo Camps-Valls, Juan Gutiérrez and Jesús Malo IEEE Transactions on Neural Networks, 16(6), 1574- 1581, Nov. 2005 |
|
| Unbiased
sensitivity analysis and
pruning techniques in neural networks for surface ozone modelling Pastor-Bárcenas, O., Soria-Olivas, E., Martín-Guerrero, J.D., Camps-Valls, G., Carrasco-Rodríguez, J.L. and del Valle-Tascón, S. Ecological Modelling, 182(2), 149-158, 2005. |
|
| 2004 |
|
| Robust
Support Vector Method for
Hyperspectral
Data Classification and Knowledge Discovery G. Camps-Valls, L. Gómez-Chova, J. Calpe-Maravilla, J. D. Martín-Guerrero, E. Soria-Olivas, L. Alonso-Chordá, José Moreno. IEEE Transactions on Geoscience and Remote Sensing, 42(7), 1530-1542, July 2004 |
|
| Foetal
ECG
recovery using dynamic
neural networks. Gustavo Camps-Valls, Marcelino Martínez-Sober, Emilio Soria-Olivas, Juan Guerrero-Martínez and Javier Calpe-Maravilla. Artificial Intelligence in Medicine. 31(3), 197-209, 2004 |
|
| Fuzzy
Sigmoid
Kernel for Support Vector
Classifiers G. Camps-Valls, J. D. Martín-Guerrero, J.L. Rojo-Álvarez and E. Soria-Olivas. Neurocomputing, 62, 501-506, Dec 2004. |
|
| Robust gamma-filter Using
Support
Vector Machines G. Camps-Valls, M. Martínez-Ramón, J.L. Rojo-Álvarez and E. Soria-Olivas. Neurocomputing, 62, 493-499, Dec 2004. More information at http://gpds.uv.es/svmgamma/
|
|
| Profiled
Support
Vector Machines for
Antisense Oligonucleotide Efficacy Prediction Gustavo Camps-Valls, Alistair Chalk, and Erik L.L Sonnhammer. BMC Bioinformatics. 2004, 5:135. OpenAccess: http://www.biomedcentral.com/1471-2105/5/135 |
|
| Enhancing
Genetic Feature
Selection through Restricted
Search and Walsh Analysis S. Salcedo, G. Camps-Valls, J. Sepúlveda, F. Pérez, C. Bousoño. IEEE Systems, Man and Cybernetics-Part C: Applications and Reviews, 34(4), 398 - 406, 2004 |
|
| Neural networks as effective techniques in
clinical management of patients: some case studies J. D. Martin, E. Soria, G. Camps-Valls, A. J. Serrano, J. R. Sepúlveda, and N. V. Jiménez Transactions of the Institute of Measurement and Control, 26(3), 169-183, 2004 |
|
| A novel approach to introducing adaptive
filters based on the LMS algorithm and its variants E. Soria, J. Calpe, J. Chambers, M. Martínez, G. Camps-Valls, and J. D Martín-Guerrero IEEE Transactions on Education, 47(1), 127-133, April 2004. |
|
| 2003 | |
| Dosage
Individualization of Erythropoietin using a Profile-Dependent Support
Vector
Regression J. D. Martín-Guerrero, G. Camps-Valls, E. Soria-Olivas, A. J. Serrano-López, J. J. Pérez-Ruixo and N. Víctor Jiménez-Torres IEEE Transactions on Biomedical Engineering. 50 (10), 1136-1142. 2003. |
|
| Prediction
of
Cyclosporine Dosage in Patients after Kidney Transplantation Using
Neural
Networks Gustavo Camps, Begoña Porta, Emilio Soria, José D. Martín, Antonio J. Serrano, Juan J. Pérez and N. Víctor Jiménez IEEE Transactions on Biomedical Engineering. 50 (4), 442-448. 2003 |
|
| Use
of
Neural Networks For
Dosage Individualisation Of Erithropoietin In Patients With Secondary
Anemia
To Chronic Renal Failure José D. Martín, Emilio Soria, Juan J. Pérez, Gustavo Camps, Antonio J. Serrano and N. Víctor Jiménez Computers in Biology And Medicine, 33(4), 361-373. 2003. |
|
| A low-complexity fuzzy activation function
for artificial neural networks E. Soria-Olivas, J. D. Martín-Guerrero, G. Camps-Valls, A. J. Serrano-Lopez, J. Calpe-Maravilla, and L. Gomez-Chova, IEEE Transactions on Neural Networks, 14(6), 1576-1579 Nov, 2003. |
|
| 2002 | |
| Cyclosporine
Concentration
Prediction
using
Clustering
and
Support
Vector
Regression G. Camps-Valls, E. Soria-Olivas, J. J. Pérez-Ruixo, F. Pérez-Cruz, A. R. Figueiras-Vidal, A. Artés-Rodríguez. IEE Electronics Letters, 38, 568-570, June, 2002. |
|
| Effective 1-day ahead prediction of hourly
surface ozone concentrations in eastern Spain using linear models and
neural networks E. Balaguer Ballester, G. Camps i Valls, J. L. Carrasco-Rodriguez, E. Soria-Olivas, and S. de Valle-Tascón, S Ecological Modelling, 156(1), 27-41, 2002 |
|