Gustavo Camps-Valls

ORCID

Publication Activity (10 Years)

Years Active: 2001-2022
Publications (10 Years): 7

Top Venues

IGARSS

CoRR

WHISPERS

IEEE Trans. Geosci. Remote. Sens.

Publications

Diego Bueso, Maria Piles, Gustavo Camps-Valls
Let's consider more general nonlinear approaches to study teleconnections of climate variables. CoRR (2022)
Fernando Llorente, Luca Martino, David Delgado-Gómez, Gustavo Camps-Valls
Deep importance sampling based on regression for model inversion and emulation. Digit. Signal Process. 116 (2021)
Maria Piles, Robin van der Schalie, Alexander Gruber, Jordi Muñoz-Marí, Gustavo Camps-Valls, Anna Mateo-Sanchis, Wouter Dorigo, Richard de Jeu
Global Estimation of Soil Moisture Persistence with L and C-Band Microwave Sensors. IGARSS (2018)
Maria Piles, Gustavo Camps-Valls, David Chaparro, Dara Entekhabi, Alexandra Georges Konings, Thomas Jagdhuber
Remote sensing of vegetation dynamics in agro-ecosystems using smap vegetation optical depth and optical vegetation indices. IGARSS (2017)
Valero Laparra, Juan Gutiérrez, Gustavo Camps-Valls, Jesús Malo
Image Denoising with Kernels based on Natural Image Relations. CoRR (2016)
Gustavo Camps-Valls
Capturing Time-structures in Earth Observation Data with Gaussian Processes (abstract). AALTD@PKDD/ECML (2015)
Emma Izquierdo-Verdiguier, Robert Jenssen, Luis Gómez-Chova, Gustavo Camps-Valls
Spectral clustering with the probabilistic cluster kernel. Neurocomputing 149 (2015)
Sancho Salcedo-Sanz, Carlos Casanova-Mateo, Jordi Muñoz-Marí, Gustavo Camps-Valls
Prediction of Daily Global Solar Irradiation Using Temporal Gaussian Processes. IEEE Geosci. Remote. Sens. Lett. 11 (11) (2014)
Juan Pablo Rivera Caicedo, Jochem Verrelst, Jordi Muñoz-Marí, José F. Moreno, Gustavo Camps-Valls
Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 7 (4) (2014)
Gustavo Camps-Valls, Devis Tuia, Lorenzo Bruzzone, Jón Atli Benediktsson
Advances in Hyperspectral Image Classification: Earth Monitoring with Statistical Learning Methods. IEEE Signal Process. Mag. 31 (1) (2014)
Nathan Longbotham, Fabio Pacifici, Bill Baugh, Gustavo Camps-Valls
Prelaunch assessment of worldview-3 information content. WHISPERS (2014)
Devis Tuia, Michele Volpi, Maxime Trolliet, Gustavo Camps-Valls
Semisupervised Manifold Alignment of Multimodal Remote Sensing Images. IEEE Trans. Geosci. Remote. Sens. 52 (12) (2014)
Adriana Romero, Carlo Gatta, Gustavo Camps-Valls
Unsupervised deep feature extraction of hyperspectral images. WHISPERS (2014)
Jan-Pieter Jacobs, Guy Thoonen, Devis Tuia, Gustavo Camps-Valls, Pieter Kempeneers, Paul Scheunders
Spectral adaptation of hyperspectral flight lines using VHR contextual information. IGARSS (2014)
Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst, Gustavo Camps-Valls
Retrieval of Biophysical Parameters With Heteroscedastic Gaussian Processes. IEEE Geosci. Remote. Sens. Lett. 11 (4) (2014)
José Luis Rojo-Álvarez, Manel Martínez-Ramón, Jordi Muñoz-Marí, Gustavo Camps-Valls
A unified SVM framework for signal estimation. Digit. Signal Process. 26 (2014)
Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls
Semisupervised Kernel Feature Extraction for Remote Sensing Image Analysis. IEEE Trans. Geosci. Remote. Sens. 52 (9) (2014)
Pablo Ruiz, Javier Mateos, Gustavo Camps-Valls, Rafael Molina, Aggelos K. Katsaggelos
Bayesian Active Remote Sensing Image Classification. IEEE Trans. Geosci. Remote. Sens. 52 (4) (2014)
Nathan Longbotham, Gustavo Camps-Valls
A family of kernel anomaly change detectors. WHISPERS (2014)
Naoufal Amrani, Valero Laparra, Gustavo Camps-Valls, Joan Serra-Sagristà, Jesús Malo
Lossless coding of hyperspectral images with principal polynomial analysis. ICIP (2014)
Valero Laparra, Jesus Malo, Gustavo Camps-Valls
Dimensionality reduction via regression on hyperspectral infrared sounding data. WHISPERS (2014)
Devis Tuia, Jordi Muñoz-Marí, José Luis Rojo-Álvarez, Manel Martínez-Ramón, Gustavo Camps-Valls
Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces. IEEE Trans. Neural Networks Learn. Syst. 25 (7) (2014)
Sancho Salcedo-Sanz, José Luis Rojo-Álvarez, Manel Martínez-Ramón, Gustavo Camps-Valls
Support vector machines in engineering: an overview. WIREs Data Mining Knowl. Discov. 4 (3) (2014)
Luis Gómez-Chova, Emma Izquierdo-Verdiguier, Julia Amorós-López, Jordi Muñoz-Marí, Gustavo Camps-Valls
Kernel change discriminant analysis for multitemporal cloud masking. IGARSS (2013)
Jan-Pieter Jacobs, Guy Thoonen, Devis Tuia, Gustavo Camps-Valls, Birgen Haest, Paul Scheunders
Domain adaptation with Hidden Markov Random Fields. IGARSS (2013)
Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst, Gustavo Camps-Valls
Estimation of vegetation chlorophyll content with Variational Heteroscedastic Gaussian Processes. IGARSS (2013)
Jordi Muñoz-Marí, Luis Gómez-Chova, Julia Amorós-López, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls
Multiset Kernel CCA for multitemporal image classification. MultiTemp (2013)
José M. Leiva-Murillo, Luis Gómez-Chova, Gustavo Camps-Valls
Multitask Remote Sensing Data Classification. IEEE Trans. Geosci. Remote. Sens. 51 (1) (2013)
Vicent Talens, Valero Laparra, Jesus Malo, Gustavo Camps-Valls
Kernel Structural SIMIlarity on hyperspectral images. IGARSS (2013)
Jerónimo Arenas-García, Kaare Brandt Petersen, Gustavo Camps-Valls, Lars Kai Hansen
Kernel Multivariate Analysis Framework for Supervised Subspace Learning: A Tutorial on Linear and Kernel Multivariate Methods. CoRR (2013)
Michele Volpi, Frank de Morsier, Gustavo Camps-Valls, Mikhail F. Kanevski, Devis Tuia
Multi-sensor change detection based on nonlinear canonical correlations. IGARSS (2013)
Emma Izquierdo-Verdiguier, Valero Laparra, Luis Gómez-Chova, Gustavo Camps-Valls
Encoding Invariances in Remote Sensing Image Classification With SVM. IEEE Geosci. Remote. Sens. Lett. 10 (5) (2013)
Julia Amorós-López, Luis Gómez-Chova, Luis Alonso, Luis Guanter, Raúl Zurita-Milla, José F. Moreno, Gustavo Camps-Valls
Multitemporal fusion of Landsat/TM and ENVISAT/MERIS for crop monitoring. Int. J. Appl. Earth Obs. Geoinformation 23 (2013)
Jerónimo Arenas-García, Kaare Brandt Petersen, Gustavo Camps-Valls, Lars Kai Hansen
Kernel Multivariate Analysis Framework for Supervised Subspace Learning: A Tutorial on Linear and Kernel Multivariate Methods. IEEE Signal Process. Mag. 30 (4) (2013)
Gustavo Camps-Valls, Jaime Gutierrez, Gabriel Gómez-Pérez, Jesús Malo
On the Suitable Domain for SVM Training in Image Coding. CoRR (2013)
Jochem Verrelst, Luis Alonso, Juan Pablo Rivera Caicedo, José F. Moreno, Gustavo Camps-Valls
Gaussian Process Retrieval of Chlorophyll Content From Imaging Spectroscopy Data. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 6 (2-3) (2013)
Julia Amorós-López, Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Jordi Muñoz-Marí, Gustavo Camps-Valls
A kernel regression approach to cloud and shadow detection in multitemporal images. MultiTemp (2013)
Gustavo Camps-Valls, Devis Tuia, Lorenzo Bruzzone, Jón Atli Benediktsson
Advances in Hyperspectral Image Classification: Earth monitoring with statistical learning methods. CoRR (2013)
Luis Gómez-Chova, Jordi Muñoz-Marí, Julia Amorós-López, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls
Advances in synergy of AATSR-MERIS sensors for cloud detection. IGARSS (2013)
Emma Izquierdo-Verdiguier, Jerónimo Arenas-García, Sergio Muñoz-Romero, Luis Gómez-Chova, Gustavo Camps-Valls
Semisupervised kernel orthonormalized partial least squares. MLSP (2012)
Emma Izquierdo-Verdiguier, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls
Semisupervised nonlinear feature extraction for image classification. IGARSS (2012)
Felipe Alonso Atienza, José Luis Rojo-Álvarez, Alfredo Rosado Muñoz, Juan J. Vinagre, Arcadi García-Alberola, Gustavo Camps-Valls
Feature selection using support vector machines and bootstrap methods for ventricular fibrillation detection. Expert Syst. Appl. 39 (2) (2012)
Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls
Remote sensing image segmentation by active queries. Pattern Recognit. 45 (6) (2012)
Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Luis Guanter, Xavier Calbet
Nonlinear Statistical Retrieval of Atmospheric Profiles From MetOp-IASI and MTG-IRS Infrared Sounding Data. IEEE Trans. Geosci. Remote. Sens. 50 (5-2) (2012)
Mirco Furlani, Devis Tuia, Jordi Muñoz-Marí, Francesca Bovolo, Gustavo Camps-Valls, Lorenzo Bruzzone
Discovering single classes in remote sensing images with active learning. IGARSS (2012)
Valero Laparra, Sandra Jiménez, Gustavo Camps-Valls, Jesús Malo
Nonlinearities and Adaptation of Color Vision from Sequential Principal Curves Analysis. Neural Comput. 24 (10) (2012)
Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski
Unsupervised Change Detection With Kernels. IEEE Geosci. Remote. Sens. Lett. 9 (6) (2012)
Jochem Verrelst, Luis Alonso, Gustavo Camps-Valls, Jesús Delegido, José F. Moreno
Retrieval of Vegetation Biophysical Parameters Using Gaussian Process Techniques. IEEE Trans. Geosci. Remote. Sens. 50 (5-2) (2012)
Ignacio Santamaría, Jerónimo Arenas-García, Gustavo Camps-Valls, Deniz Erdogmus, Fernando Pérez-Cruz
Preface. MLSP (2012)
Luis Gómez-Chova, Gustavo Camps-Valls
Learning with the kernel signal to noise ratio. MLSP (2012)
Rémi Flamary, Devis Tuia, Benjamin Labbé, Gustavo Camps-Valls, Alain Rakotomamonjy
Large Margin Filtering. IEEE Trans. Signal Process. 60 (2) (2012)
Jordi Muñoz-Marí, Devis Tuia, Gustavo Camps-Valls
Semisupervised Classification of Remote Sensing Images With Active Queries. IEEE Trans. Geosci. Remote. Sens. 50 (10) (2012)
Emma Izquierdo-Verdiguier, Valero Laparra, Luis Gómez-Chova, Gustavo Camps-Valls
Including invariances in SVM remote sensing image classification. IGARSS (2012)
Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesus Malo
Nonlinear data description with Principal Polynomial Analysis. MLSP (2012)
Devis Tuia, Gustavo Camps-Valls
Urban Image Classification With Semisupervised Multiscale Cluster Kernels. IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 4 (1) (2011)
Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail F. Kanevski
Unsupervised change detection in the feature space using kernels. IGARSS (2011)
Valero Laparra, Devis Tuia, Sandra Jiménez, Gustavo Camps-Valls, Jesus Malo
Principal polynomial analysis for remote sensing data processing. IGARSS (2011)
Gustavo Camps-Valls, Jón Atli Benediktsson, Lorenzo Bruzzone, Jocelyn Chanussot
Introduction to the Issue on Advances in Remote Sensing Image Processing. IEEE J. Sel. Top. Signal Process. 5 (3) (2011)
Gustavo Camps-Valls, Valero Laparra, Jordi Muñoz-Marí, Luis Gómez-Chova, Xavier Calbet
Kernel-based retrieval of atmospheric profiles from IASI data. IGARSS (2011)
Devis Tuia, Gustavo Camps-Valls, Manel Martínez-Ramón
Explicit recursivity into reproducing kernel Hilbert spaces. ICASSP (2011)
Luis Gómez-Chova, Allan Aasbjerg Nielsen, Gustavo Camps-Valls
Explicit signal to noise ratio in reproducing kernel Hilbert spaces. IGARSS (2011)
Devis Tuia, Jochem Verrelst, Luis Alonso-Chorda, Fernando Pérez-Cruz, Gustavo Camps-Valls
Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation. IEEE Geosci. Remote. Sens. Lett. 8 (4) (2011)
Vicent Talens, José F. Moreno, Gustavo Camps-Valls
Kernel image similarity criterion. IGARSS (2011)
Luis Gómez-Chova, Robert Jenssen, Gustavo Camps-Valls
Kernel entropy component analysis in remote sensing data clustering. IGARSS (2011)
Devis Tuia, Jordi Muñoz-Marí, Gustavo Camps-Valls
Large scale semi-supervised image segmentation with active queries. IGARSS (2011)
Fernando García-Vílchez, Jordi Muñoz-Marí, Maciel Zortea, Ian Blanes, Vicente González Ruiz, Gustavo Camps-Valls, Antonio Plaza, Joan Serra-Sagristà
On the Impact of Lossy Compression on Hyperspectral Image Classification and Unmixing. IEEE Geosci. Remote. Sens. Lett. 8 (2) (2011)
Luis Gómez-Chova, Raúl Zurita-Milla, Luis Alonso, Julia Amorós-López, Luis Guanter, Gustavo Camps-Valls
Gridding Artifacts on Medium-Resolution Satellite Image Time Series: MERIS Case Study. IEEE Trans. Geosci. Remote. Sens. 49 (7) (2011)
Julia Amorós-López, Luis Gómez-Chova, Luis Alonso-Chorda, Luis Guanter, José F. Moreno, Gustavo Camps-Valls
Regularized Multiresolution Spatial Unmixing for ENVISAT/MERIS and Landsat/TM Image Fusion. IEEE Geosci. Remote. Sens. Lett. 8 (5) (2011)
Valero Laparra, Gustavo Camps-Valls, Jesus Malo
Iterative Gaussianization: From ICA to Random Rotations. IEEE Trans. Neural Networks 22 (4) (2011)
Raúl Zurita-Milla, Luis Gómez-Chova, Luis Guanter, Jan G. P. W. Clevers, Gustavo Camps-Valls
Multitemporal Unmixing of Medium-Spatial-Resolution Satellite Images: A Case Study Using MERIS Images for Land-Cover Mapping. IEEE Trans. Geosci. Remote. Sens. 49 (11) (2011)
Devis Tuia, Jordi Muñoz-Marí, Mikhail F. Kanevski, Gustavo Camps-Valls
Structured Output SVM for Remote Sensing Image Classification. J. Signal Process. Syst. 65 (3) (2011)
Valero Laparra, Jaime Gutierrez, Gustavo Camps-Valls, Jesús Malo
Image Denoising with Kernels Based on Natural Image Relations. J. Mach. Learn. Res. 11 (2010)
Devis Tuia, Mikhail F. Kanevski, Jordi Muñoz-Marí, Gustavo Camps-Valls
Cluster-based active learning for compact image classification. IGARSS (2010)
Gustavo Camps-Valls, Joris M. Mooij, Bernhard Schölkopf
Remote Sensing Feature Selection by Kernel Dependence Measures. IEEE Geosci. Remote. Sens. Lett. 7 (3) (2010)
Julia Amorós-López, Luis Gómez-Chova, Luis Guanter, Luis Alonso, José F. Moreno, Gustavo Camps-Valls
Multi-resolution spatial unmixing for MERIS and Landsat image fusion. IGARSS (2010)
Frédéric Ratle, Gustavo Camps-Valls, Jason Weston
Semisupervised Neural Networks for Efficient Hyperspectral Image Classification. IEEE Trans. Geosci. Remote. Sens. 48 (5) (2010)
Devis Tuia, Frédéric Ratle, Alexei Pozdnoukhov, Gustavo Camps-Valls
Multisource Composite Kernels for Urban-Image Classification. IEEE Geosci. Remote. Sens. Lett. 7 (1) (2010)
Jordi Muñoz-Marí, Francesca Bovolo, Luis Gómez-Chova, Lorenzo Bruzzone, Gustavo Camps-Valls
Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data. IEEE Trans. Geosci. Remote. Sens. 48 (8) (2010)
Gustavo Camps-Valls, Devis Tuia, Valero Laparra, Jesús Malo
Estimating biophysical variable dependences with kernels. IGARSS (2010)
Francesca Bovolo, Gustavo Camps-Valls, Lorenzo Bruzzone
A support vector domain method for change detection in multitemporal images. Pattern Recognit. Lett. 31 (10) (2010)
Devis Tuia, Gustavo Camps-Valls, Giona Matasci, Mikhail F. Kanevski
Learning Relevant Image Features With Multiple-Kernel Classification. IEEE Trans. Geosci. Remote. Sens. 48 (10) (2010)
Gustavo Camps-Valls, Nino Shervashidze, Karsten M. Borgwardt
Spatio-Spectral Remote Sensing Image Classification With Graph Kernels. IEEE Geosci. Remote. Sens. Lett. 7 (4) (2010)
Luis Gómez-Chova, Gustavo Camps-Valls, Lorenzo Bruzzone, Javier Calpe-Maravilla
Mean Map Kernel Methods for Semisupervised Cloud Classification. IEEE Trans. Geosci. Remote. Sens. 48 (1-1) (2010)
Valero Laparra, Gustavo Camps-Valls, Jesús Malo
PCA Gaussianization for image processing. ICIP (2009)
Tatyana V. Bandos, Lorenzo Bruzzone, Gustavo Camps-Valls
Classification of Hyperspectral Images With Regularized Linear Discriminant Analysis. IEEE Trans. Geosci. Remote. Sens. 47 (3) (2009)
Devis Tuia, Gustavo Camps-Valls
Recent advances in remote sensing image processing. ICIP (2009)
Gustavo Camps-Valls, Luis Gómez-Chova, Jordi Muñoz-Marí, Joan Vila-Francés, Julia Amorós-López, Javier Calpe-Maravilla
Biophysical Parameter Estimation with Adaptive Gaussian Processes. IGARSS (4) (2009)
Mattia Marconcini, Gustavo Camps-Valls, Lorenzo Bruzzone
A Composite Semisupervised SVM for Classification of Hyperspectral Images. IEEE Geosci. Remote. Sens. Lett. 6 (2) (2009)
Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls
Target Detection With Semisupervised Kernel Orthogonal Subspace Projection. IEEE Trans. Geosci. Remote. Sens. 47 (11) (2009)
Luis Gómez-Chova, Jordi Muñoz-Marí, Emma Izquierdo-Verdiguier, Gustavo Camps-Valls, Javier Calpe-Maravilla, José F. Moreno
Cloud Screening with Combined MERIS and AATSR Images. IGARSS (4) (2009)
Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls
Semi-supervised Kernel Target Detection in Hyperspectral Images. ISDA (2009)
Gustavo Camps-Valls, Jordi Muñoz-Marí, Manel Martínez-Ramón, Jesús Requena-Carrión, José Luis Rojo-Álvarez
Learning non-linear time-scales with kernel gamma-filters. Neurocomputing 72 (4-6) (2009)
Devis Tuia, Giona Matasci, Gustavo Camps-Valls, Mikhail F. Kanevski
Learning the Relevant Image Features with Multiple Kernels. IGARSS (2) (2009)
Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Katja Richter, Javier Calpe-Maravilla
Biophysical Parameter Estimation With a Semisupervised Support Vector Machine. IEEE Geosci. Remote. Sens. Lett. 6 (2) (2009)
Devis Tuia, Gustavo Camps-Valls
Semisupervised Remote Sensing Image Classification With Cluster Kernels. IEEE Geosci. Remote. Sens. Lett. 6 (2) (2009)
Gustavo Camps-Valls, Luis Gómez-Chova, Jordi Muñoz-Marí, José Luis Rojo-Álvarez, Manel Martínez-Ramón
Kernel-Based Framework for Multitemporal and Multisource Remote Sensing Data Classification and Change Detection. IEEE Trans. Geosci. Remote. Sens. 46 (6) (2008)
Luca Capobianco, Andrea Garzelli, Gustavo Camps-Valls
Semi-Supervised Kernel Orthogonal Subspace Projection. IGARSS (4) (2008)
Gustavo Camps-Valls, Jordi Muñoz-Marí, Luis Gómez-Chova, Javier Calpe-Maravilla
Semi-Supervised Support Vector Biophysical Parameter Estimation. IGARSS (3) (2008)
Juan Gómez-Sanchís, Gustavo Camps-Valls, Enrique Moltó, Luis Gómez-Chova, Nuria Aleixos, José Blasco
Segmentation of Hyperspectral Images for the Detection of Rotten Mandarins. ICIAR (2008)
Luis Gómez-Chova, Gustavo Camps-Valls, Jordi Muñoz-Marí, Javier Calpe
Semisupervised Image Classification With Laplacian Support Vector Machines. IEEE Geosci. Remote. Sens. Lett. 5 (3) (2008)

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Publication Activity (10 Years)

Top Topics

Top Venues

Gustavo Camps-Valls