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Conference papers  [last 10 years only]
2011

Support vector machines in remote sensing data processing: the tricks of the trade  (Invited Paper)
Gustavo Camps-Valls
SPIE Remote Sensing Conference,
Prague, Czech Republic, September 19-21, 2011

Explicit Recursivity into Reproducing Kernel Hilbert Spaces
Devis Tuia, Gustavo Camps-Valls and Manel Martínez-Ramón
36th International Conference on Acoustics, Speech and Signal Processing
Prague, Czech Republic, May 22-27, 2011

Large scale semisupervised image segmentation with active queries
Devis Tuia, Jordi Muñoz-Mari, Gustavo Camps-Valls
IEEE International Geoscience and Remote Sensing Symposium, July, 2011, Vancouver, Canada

Principal Polynomial Analysis for Remote Sensing Data Processing.
Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesús Malo.
IEEE International Geoscience and Remote Sensing Symposium, July, 2011, Vancouver, Canada

Kernel-based Retrieval of Atmospheric Profiles from IASI Data
Gustavo Camps-Valls, Valero Laparra, Jordi Muñoz-Marí, Luis Gómez-Chova, Xavier Calbet
IEEE International Geoscience and Remote Sensing Symposium, July, 2011, Vancouver, Canada

Kernel Entropy Component Analysis in Remote Sensing Data Clustering
Luis Gomez-Chova, Robert Jenssen, Gustavo Camps-Valls
IEEE International Geoscience and Remote Sensing Symposium, July, 2011, Vancouver, Canada

Kernel Image Similarity Criterion
Vicent Talens, Jose Moreno, Gustavo Camps-Valls
IEEE International Geoscience and Remote Sensing Symposium, July, 2011, Vancouver, Canada

Unsupervised change detection in feature space using kernels
Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail Kanevski
IEEE International Geoscience and Remote Sensing Symposium, July, 2011, Vancouver, Canada

Explicit Signal to Noise Ratio in Reproducing Kernel Hilbert Spaces
Luis Gómez-Chova, Allan A Nielsen, Gustavo Camps-Valls
IEEE International Geoscience and Remote Sensing Symposium, July, 2011, Vancouver, Canada
2010

Gridding artifacts on ENVISAT/MERIS temporal series
Luis Gómez-Chova, Raul Zurita-Milla, Luis Alonso, Luis Guanter, Julia Amorós-López, Gustavo Camps-Valls, José Moreno.
ESA Living Planet Symposium 2010
June-July, Bergen, Norway.

ENVISAT/MERIS and Landsat/TM image fusion using a multi-resolution linear unmixing
Julia Amorós-López, Luis Gómez-Chova, Luis Guanter, Luis Alonso, Jose Moreno and Gustavo Camps-Valls
ESA Living Planet Symposium 2010
June-July, Bergen, Norway.

Multi-resolution Spatial Unmixing for MERIS and Landsat Image Fusion
J. Amorós-López, L. Gómez-Chova, L. Guanter, L. Alonso, J. Moreno and G. Camps-Valls
Proc. of IGARSS 2010
Honolulu, Hawaii, USA, 2010

Synergistic use of MERIS and AATSR data for Cloud Screening
Luis Gómez-Chova, Jordi Muñoz-Marí, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls,
Javier Calpe-Maravilla, Jose Moreno, Rene Preusker, Jürgen Fischer, Carsten Brockmann, Peter North and Peter Regner
ESA Living Planet Symposium 2010
June-July, Bergen, Norway.

Cluster-based Active Learning for Compact Image Classification
Devis Tuia, Mikhail Kanevski, Jordi Muñoz and Gustavo Camps-Valls
Proc. of IGARSS 2010
Honolulu, Hawaii, USA, 2010

Estimating Biophysical Variable Dependences with Kernels
G. Camps-Valls, D. Tuia, V. Laparra and J. Malo
Proc. of IGARSS 2010
Honolulu, Hawaii, USA, 2010

Multitask SVM learning for Remote Sensing Data Classification
Jose Leiva, Luis Gómez, Gustavo Camps-Valls
SPIE Remote Sensing Europe
Toulouse, France, 2010

Nonlinear Retrieval of Atmospheric Profiles from MetOp-IASI and MTG-IRS Data
Gustavo Camps-Valls, Luis Guanter, Jordi Muñoz-Marí, Luis Gómez-Chova and Xavier Calbet
SPIE Remote Sensing Europe
Toulouse, France, 2010

Unsupervised Change Detection by Kernel Clustering
Michele Volpi , Devis Tuia , Gustavo Camps-Valls, Mikhail Kanevski
SPIE Remote Sensing Europe
Toulouse, France, 2010

Semisupervised Remote Sensing Image Classification via Maximum Entropy
Ayse Naz Erkan, Gustavo Camps-Valls, and Yasemin Altun
IEEE Workshop on Machine Learning for Signal Processing, MLSP10
Kittilä, Finland, 2010

Learning Spatial Filters for Multispectral Image Segmentation
Devis Tuia, Gustavo Camps-Valls, Rémi Flamary, Alain Rakotomamonjy
IEEE Workshop on Machine Learning for Signal Processing, MLSP10
Kittilä, Finland, 2010

Adaptive kernel ridge regression for image denoising
Marcelo Armengot, Valero Laparra, Luis Gómez, Jesús Malo and  Gustavo Camps-Valls
IEEE Workshop on Machine Learning for Signal Processing, MLSP10
Kittilä, Finland, 2010

Empirical and statistical approaches for the improved retrieval of chlorophyll and LAI from Sentinel-2 data
L. Alonso, G. Camps-Valls, J. Moreno
ESA Living Planet Symposium 2010
June-July, Bergen, Norway.
2009

PCA Gaussianization for image processing
V. Laparra, G. Camps-Valls, and J. Malo.
Proc. of the IEEE ICIP’09.
Cairo, Egypt, 2009.

Cluster kernels for semisupervised classification of VHR urban images
D. Tuia and G. Camps-Valls.
Joint Urban Remote Sensing Event 2009.
Shangai, China, 2009.
2nd in the Best Paper Student Competition

Biophysical parameter estimation with adaptive Gaussian Processes
G. Camps-Valls, L. Gomez-Chova, J. Muñoz-Marí, and J. Calpe-Maravilla.
IEEE International Geoscience and Remote Sensing Symposium, IGARSS09.
Capetown, South Africa, 2009.

Cloud screening with MERIS and AATSR sensors
L. Gomez-Chova, J. Muñoz-Marí, G. Camps-Valls, J. Calpe-Maravilla, and J. Moreno.
IEEE International Geoscience and Remote Sensing Symposium, IGARSS09.
Capetown, South Africa, 2009.

Learning the relevant image features with multiple kernels.
Devis Tuia, Giona Matasci, Gustavo Camps-Valls, and Mikhail Kanevski.
IEEE International Geoscience and Remote Sensing Symposium, IGARSS09.
Capetown, South Africa, 2009.
3rd in the Best Paper Student Competition

PCA Gaussianization for One-Class Remote Sensing Image Classification
V. Laparra, J. Muñoz-Marí, J. Malo and G. Camps-Valls.
SPIE09
Berlin, Germany, 2009

Machine Learning in Remote Sensing Data Processing
G. Camps-Valls
IEEE Workshop on Machine Learning for Signal Processing, MLSP09
Grenoble, France, 2009

Structured SVM for Remote Sensing Image Classification
D. Tuia, M. Kanevski, J. Muñoz-Marí, G. Camps-Valls
IEEE Workshop on Machine Learning for Signal Processing, MLSP09
Grenoble, France, 2009 Best paper award

Semi-supervised kernel target detection in hyperspectral images
L. Capobianco, A. Garzelli, G. Camps-Valls
9th International Conference on Intelligent Systems Design and Applications (ISDA09)
Special session on Intelligent Signal and Image Processin for Remote Sensing
Pisa, Italy, 2009

Recent advances in remote sensing image processing
D. Tuia and G. Camps-Valls.
Proc. of the IEEE ICIP’09.
Cairo, Egypt, 2009.
2008

Cloud screening methodology for MERIS/AATSR synergy products
L. Gomez-Chova, J. Muñoz-Marí, G. Camps-Valls, J. Calpe-Maravilla, and J. Moreno.
2nd MERIS & (A)ATSR 2008 Workshop. ESA SP-666, ESA Publications Division.
ESRIN, Frascati, Italy, 2008

Target Detection with a Contextual Kernel Orthogonal Subspace Projection
L. Capobianco, G. Camps-Valls and A. Garzelli
SPIE Remote Sensing Conference.
Cardiff, Wales 2008

Image Classification with Semi-Supervised Support Vector Domain Description
Jordi Muñoz, Luis Gómez, G. Camps-Valls, J. Calpe-Maravilla
SPIE Remote Sensing Conference.
Cardiff, Wales 2008

Multi-stage Robust Scheme for Citrus Identification from High Resolution Airborne Images
Julia Amorós, Emma Izquierdo, Luis Gómez, Jordi Muñoz, J. Zoilo, G. Camps-Valls, J. Calpe-Maravilla
SPIE Remote Sensing Conference.
Cardiff, Wales 2008

Segmentation of hyperspectral images for the detection of rotten mandarins
J. Gómez-Sanchis, G. Camps-Valls,  E. Moltó, L. Gómez-Chova, N. Aleixos, J. Blasco
International Conference on Image Analysis and Recognition, ICIAR 2008, Povoa de Barzim, June 25-27, Portugal. 

Unsupervised Change Detection with Support Vector Domain Description
F. Bovolo and G. Camps-Valls
Image Information Mining: pursuing automation of geospatial intelligence for environment and security.
IIM ESA-EUSC 2008.
ESRIN, Frascati (Italy) March 4-5, 2008

Semi-supervised Support Vector Biophysical Parameter Estimation
G. Camps-Valls, J. Muñoz-Marí, L. Gómez-Chova, and J. Calpe-Maravilla
2008 IEEE International Geoscience & Remote Sensing Symposium, IGARSS'08
July 6-11, 2008 | Boston, Massachusetts, U.S.A.

Semi-supervised Remote Sensing Image Classification based on Clustering and Kernel Means
L. Gómez-Chova, L. Bruzzone, G. Camps-Valls, and J. Calpe-Maravilla
2008 IEEE International Geoscience & Remote Sensing Symposium, IGARSS'08
July 6-11, 2008 | Boston, Massachusetts, U.S.A.

Semi-supervised Kernel Orthogonal Subspace Projection
L. Capobianco, G. Camps-Valls and A. Garzelli
2008 IEEE International Geoscience & Remote Sensing Symposium, IGARSS'08
July 6-11, 2008 | Boston, Massachusetts, U.S.A.
2007

Combination of One-Class Hyperspectral Image Classifiers
J. Muñoz-Marí, G. Camps-Valls, L. Gómez-Chova, and J. Calpe-Maravilla
IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07)
Barcelona, Spain, 2007

Semi-supervised Cloud Screening with Laplacian SVM
L. Gómez-Chova, G. Camps-Valls, J. Muñoz-Marí, and J. Calpe-Maravilla
IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07)
Barcelona, Spain, 2007

Feature Extraction from Remote Sensing Data using Kernel Orthonormalized PLS
J. Arenas and G. Camps-Valls
IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07)
Barcelona, Spain, 2007

Hyperspectral Image Classification using Relevance Vector Machines with Mahalanobis kernels
G. Camps-Valls, A. Rodrigo-González, J. Muñoz-Marí, L. Gómez-Chova, and J. Calpe-Maravilla
IEEE International Geoscience and Remote Sensing Symposium (IGARSS'07)
Barcelona, Spain, 2007

An Unsupervised Method for Maximum Margin Change Vector Analysis
Francesca Bovolo, Gustavo Camps-Valls and Lorenzo Bruzzone
SPIE Remote Sensing Conference
Florence, Italy. 2007

Efficient Regularized LDA for Hyperspectral Image Classification
Tatyana V. Bandos, Lorenzo Bruzzone and Gustavo Camps-Valls
SPIE Remote Sensing Conference
Florence, Italy. 2007

Multitemporal Unmixing of MERIS FR Data
Raul Zurita-Milla, Luis Gomez-Chova, Jan Clevers, Michael Schaepman, Gustavo Camps-Valls
10th International Symposium on Physical Measurements and Signatures in Remote Sensing (ISPMSRS07),
March 12 – 14, 2007, Davos, Switzerland.
2006

Cloud probability mask for PROBA/CHRIS hyperspectral images.
L. Gómez-Chova, G. Camps-Valls, H. Amorós-López, J. Calpe, L. Guanter, L. Alonso, J. C. Fortea, and J. Moreno
Proceedings of the IV CHRIS/Proba Workshop. ESA SP.
ESRIN, Frascati, Italy, Sep 2006. ESA Publications Division.

Hyperspectral computer vision system for early detection of penicillium digitatum in citrus fruits
J. Gómez-Sanchis, E. Moltó, L. Gómez-Chova, N. Aleixos, G. Camps-Valls, F. Juste, and J. Blasco.
Proceedings of the XVI CIGR/EurAgEng/VDI-MEG/FAO World Congress 2006-Agricultural Engineering for a better World
págs. ISBN: 3–18–091958–2. Bonn, Germany, Sep 2006.

Multitemporal validation of an unmixing-based MERIS cloud screening algorithm
L. Gómez-Chova, R. Zurita-Milla, G. Camps-Valls, L. Guanter, J. Clevers, J. Calpe, M. E. Schaepman, and J. Moreno
2nd International Symposium. Recent Advantages in Quantitative Remote Sensing.
Torrent, Spain, Sep 2006.

Modelling spatial and spectral systematic noise patterns on CHRIS/PROBA hyperspectral data
L. Gómez-Chova, L. Alonso, L. Guanter, G. Camps-Valls, J. Calpe, and J. Moreno.
SPIE International Symposium Remote Sensing. SPIE 2006 Image and Signal Processing for Remote Sensing XII. Volumen 6365.
Stockholm, Sweden, Sep 2006.

Multitemporal change detection with kernels
G. Camps-Valls, L. Alonso, L. Gomez-Chova, J. Calpe-Maravilla, J. F. Moreno
SPIE International Symposium Remote Sensing. SPIE 2006 Image and Signal Processing for Remote Sensing XII. Volumen 6365.
Stockholm, Sweden, Sep 2006.

Bootstrap feature selection in support vector machines for ventricular fibrillation detection
F. Alonso-Atienza, J. L. Rojo-Álvarez, G. Camps-Valls, A. Rosado-Muñoz, and A. García-Alberola.
Proc. European Society of Artificial Neural Networks, ESANN’2206.
Pags. 233–238.
Bruges, Belgium, Apr 2006.

Semi-supervised Hyperspectral Image Classification with Graphs
Tatyana V. Bandos, Dengyong Zhou, Gustavo Camps-Valls
IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2006). August, 2-4th, 2006.

New Cloud Detection Algorithm for Multispectral and Hyperspectral Images:
Application to ENVISAT/MERIS and PROBA/CHRIS Sensors
.
Luis Gómez-Chova, Gustavo Camps-Valls, Julia Amorós-López, Luis Guanter,
Luis Alonso, Javier Calpe and José Moreno.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2006). August, 2-4th, 2006.

Advanced Processing of Hyperspectral Images
A. Plaza, J. A. Benediktsson, J. Boardman, J. Brazile, L. Bruzzone, G. Camps-Valls,
J. Chanussot, M. Fauvel, P. Gamba, A. Gualtieri, J. C. Tilton and G. Trianni.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2006). August, 2-4th, 2006.
2005

Cloud masking scheme based on textural, morphological and physical features
Luis Gómez-Chova, Javier Calpe, Gustavo Camps-Valls, Julia Amorós,
José D. Martín, Luis Alonso, Luis Guanter, Juan C. Fortea, José F. Moreno
3rd CHRIS/Proba Workshop, 21st-23rd March, 2005.
Frascati, Italy. Proceedings.

Cloud Detection for CHRIS/Proba Hyperspectral Images
L. Gómez-Chova, J. Amorós, G. Camps-Valls, J. D. Martín, J. Calpe, L. Alonso, L. Guanter, J. C. Fortea, and J. Moreno
SPIE Remote Sensing 2005. September 2005. Brugge, Belgium.

Relevance Vector Machines for Sparse Learning of Biophysical Parameters
G. Camps-Valls, L. Gomez-Chova, J. Vila-Francés, J. Amorós-López, J. Muñoz-Marí, and J. Calpe-Maravilla.
SPIE Remote Sensing 2005. September 2005. Brugge, Belgium.

Urban monitoring at a regional scale based on MERIS and ASAR data
L. Gómez-Chova, D. Fernández-Prieto, J. Calpe, and G. Camps-Valls
Proceedings of the MERIS (A)ATSR Workshop 2005.
págs. ESA SP–597, ISBN: 92–9092–908–1, ISSN: 1609–042X
ESRIN, Frascati, Italy, Sep 2005. ESA Publications Division.

Cloud detection for MERIS multispectral images
L. Gómez-Chova, G. Camps-Valls, J. Amorós, J. D. Martín, J. Calpe, L. Alonso, L. Guanter, J. C. Fortea, and J. Moreno
Proceedings of the MERIS (A)ATSR Workshop 2005
págs. ESA SP–597, ISBN: 92–9092–908–1, ISSN: 1609–042X
ESRIN, Frascati, Italy, Sep 2005. ESA Publications Division.
2004


Regularized RBF Networks for Hyperspectral Data Classification
G. Camps-Valls, A. J. Serrano-López, L. Gómez-Chova, J. D. Martín-Guerrero, J. Calpe-Maravilla and J. Moreno.
International Conference on Image Recognition, ICIAR 2004. October, 2004. Porto, Portugal
Lecture Notes in Computer Science. Springer-Verlag.

Multispectral and Multitemporal SAR Data Characterization for Urban Monitoring
Luis Gomez-Chova, Diego Fernández-Prieto, Javier Calpe, Emilio Soria, Joan Vila, Gustavo Camps-Valls
3rd International Workshop on Pattern Recognition in Remote Sensing (PRRS'04)
Kingston University, Kingston upon Thames, August 27, 2004.

Partially supervised hierarchical clustering of SAR and multispectral imagery for urban areas.
L. Gómez-Chova, D. Fernández-Prieto, J. Calpe, E. Soria, J. Vila, G. Camps-Valls
SPIE 2004. September 2004. Gran Canaria, Spain.

Regularized methods for hyperspectral image classification
G. Camps-Valls and L. Bruzzone.
SPIE 2004. September 2004. Gran Canaria, Spain.

Support Vector Machines Framework for Time Series Linear Signal Processing: Applications to parametric spectral estimation, stability of IIR filters, and digital communications applications
J. L. Rojo-Álvarez,  G. Camps-Valls, M. Martínez-Ramón, E. Soria-Olivas, A. Navia-Vázquez and A. R. Figueiras-Vidal.
Technical Report TR-DIE-TSC-08/09/2004. Dept. Enginyeria Electrònica (Universitat de València) and Dept. Teoría de la Señal y Comunicaciones (Universidad Carlos III de Madrid). Sept, 2004.

Improving gamma filter performance with the Support Vector Method
G. Camps-Valls, J. L. Rojo-Álvarez, M. Martínez-Ramón, and E. Soria-Olivas.
Technical Report TR-DIE-TSC-09/09/2003. Dept. Enginyeria Electrònica (Universitat de València) and Dept. Teoría de la Señal y Comunicaciones (Universidad Carlos III de Madrid). Sept, 2003.

Robust gamma-filter Using the Support Vector Method
G. Camps-Valls, J. L. Rojo-Álvarez, M. Martínez-Ramón, and E. Soria-Olivas.
Technical Report TR-DIE-TSC-07/07/2003. Dept. Enginyeria Electrònica (Universitat de València) and Dept. Teoría de la Señal y Comunicaciones (Universidad Carlos III de Madrid). July, 2003..
2003

Semi-Supervised Classification Method For Hyperspectral Remote Sensing Images
L.Gomez-Chova, J. Calpe, G. Camps-Valls, J. D. Martín, E. Soria, J. Vila, L. Alonso-Chorda, J. Moreno
IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2003). July 21-25, 2003.
Toulouse, France.

Feature Selection of Hyperspectral Data Through Local Correlation and SFFS for Crop Classification
L. Gomez-Chova, J. Calpe, G. Camps-Valls, J. D. Martín, E. Soria, J. Vila, L. Alonso-Chorda, J. Moreno.
IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2003). July 21-25, 2003.
Toulouse, France.

Kernel methods for HyMap imagery knowledge discovery
G. Camps-Valls, L. Gómez-Chova , J. Calpe-Maravilla, E. Soria-Olivas, J. D. Martín-Guerrero, and J. Moreno.
SPIE 2003. September 8-12, 2003. Barcelona, Spain.

Robust automatic classification method for hyperspectral imagery
L. Gomez-Chova, J. Calpe, G. Camps-Valls, J. D. Martín, E. Soria, J. Vila, L. Alonso-Chorda, J. Moreno.
SPIE 2003. September 8-12, 2003. Barcelona, Spain.

CART-based feature selection of hyperspectral images for crop cover classification
L.Gomez-Chova, J. Calpe, E. Soria, G. Camps-Valls, J. D. Martín, J. Moreno.
IEEE International Conference on Image Processing.
September 14-17, 2003. Barcelona, Spain. IEEE Computer Society Press.

A soft approach to ERA algorithm for hyperspectral image classification
J. D. Martín-Guerrero, L. Gómez-Chova , J. Calpe-Maravilla, G. Camps-Valls, E. Soria-Olivas, and J. Moreno.
IEEE 3rd International Symposium on Image and Signal Processing and Analysis.
September 18-20, 2003. Roma, Italy. IEEE Computer Society Press.

Machine learning methods for hyperspectral image analysis and modeling
J. Calpe, L. Gomez-Chova, G. Camps-Valls, J. D. Martín, E. Soria, J. Vila, L. Alonso-Chorda, J. Moreno.
SPECTRA: a space-borne Earth Observation Mission to address the role of terrestrial vegetation in the Carbon Cycle.
28-30 October 2003 ESTEC. Noordwijk, The Netherlands.

Support Vector Machines for Crop Classification Using Hyperspectral Data
G. Camps-Valls, L. Gómez-Chova , J. Calpe-Maravilla, E. Soria-Olivas, J. D. Martín-Guerrero, and J. Moreno.
1st Iberian Conference on Pattern Recognition and Image Analysis. Mallorca, Spain) 4-6th June 2003.
Lecture Notes in Computer Science. Springer-Verlag.
2002

Semi-supervised method for crop classification using hyperspectral remote sensing images
L. Gómez, J. Calpe, E. Soria, G. Camps-Valls, J. D. Martín, and J. Moreno.
1st International Symposium. Recent Advantages in Quantitative Remote Sensing, RAQRS’2002. págs. 488–495.
Torrent (Valencia), Sep 2002.

Support vector machines and genetic algorithms for detecting unstable angina
J. Sepúlveda-Sanchis, G. Camps-Valls, E. Soria-Olivas, S. Salcedo-Sanz,
C. Bousoño-Calzón, G. Sanz-Romero, and J. Marrugat de la Iglesia.
International Conference on Computers in Cardiology. IEEE Computer Society Press. págs. 261–265.
Memphis, Tennessee, USA, Sep. 2002

Enhancing VF Detection using Data Mining Techniques for Feature Extraction
A Rosado-Muñoz, G Camps-Valls, J Guerrero-Martínez, JV Francés-Villora, J Muñoz-Marí, AJ Serrano-López.
Computers in Cardiology, IEEE Computer Society Press, Menphis (U.S.A.) 2002.

Multi-dimensional Function Approximation And Regression Estimation
F. Pérez-Cruz, G. Camps-Valls, E. Soria-Olivas, J. J. Pérez-Ruixo, A. R. Figueiras-Vidal, A. Artés-Rodríguez.
International Conference on Artificial Neural Networks, ICANN2002. Lecture Notes in Computer Science. Springer-Verlag.
(c) copyright 2011. Gustavo Camps-Valls.