Prof. Gustau Camps-Valls Profile

Prof. Gustau Camps-Valls

Professor at Univ de València

SPIE Involvement:

Author

Area of Expertise:

machine learning , artificial intelligence , signal processing , image processing , remote sensing , geoscience

Websites:

Personal Website | Company Website

Profile Summary

https://www.uv.es/gcamps/cv.html

Publications (20)

SPIE Journal Paper | 12 January 2017

Cloud masking and removal in remote sensing image time series

Luis Gómez-Chova, Julia Amorós-López, Gonzalo Mateo-García, Jordi Muñoz-Marí, Gustau Camps-Valls

JARS, Vol. 11, Issue 01, 015005, (January 2017) https://doi.org/10.1117/12.10.1117/1.JRS.11.015005

KEYWORDS: Clouds, Earth observing sensors, Remote sensing, Error analysis, Image processing, Satellites, Image analysis, Satellite imaging, Landsat, Statistical analysis

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Proceedings Article | 23 October 2014 Paper

Cloud masking of multitemporal remote sensing images

L. Gómez-Chova, J. Amorós-López, J. Muñoz-Marí, G. Camps-Valls

Proceedings Volume 9244, 924411 (2014) https://doi.org/10.1117/12.2067193

KEYWORDS: Clouds, Error analysis, Earth observing sensors, Satellites, Data modeling, Remote sensing, Statistical analysis, Statistical modeling, Image analysis, Landsat

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Proceedings Article | 27 October 2011 Paper

Support vector machines in remote sensing: the tricks of the trade

Gustavo Camps-Valls

Proceedings Volume 8180, 81800B (2011) https://doi.org/10.1117/12.903949

KEYWORDS: Remote sensing, Electroluminescent displays, Data modeling, RGB color model, Image processing, Associative arrays, Feature extraction, Hyperspectral imaging, Error analysis, Image quality

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Proceedings Article | 23 October 2010 Paper

Multitask SVM learning for remote sensing data classification

Jose Leiva-Murillo, Luis Gómez-Chova, Gustavo Camps-Valls

Proceedings Volume 7830, 78300L (2010) https://doi.org/10.1117/12.865045

KEYWORDS: Remote sensing, Clouds, Land mines, Image classification, Data modeling, Multispectral imaging, Feature extraction, Binary data, Image processing, Data processing

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Proceedings Article | 23 October 2010 Paper

Nonlinear retrieval of atmospheric profiles from MetOp-IASI and MTG-IRS data

Gustavo Camps-Valls, Luis Guanter, Jordi Muñoz-Marí, Luis Gómez-Chova, Xavier Calbet

Proceedings Volume 7830, 78300Z (2010) https://doi.org/10.1117/12.864928

KEYWORDS: Feature extraction, Neural networks, Data modeling, Principal component analysis, Ozone, Lawrencium, Neurons, Directed energy weapons, Feature selection, Clouds

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Proceedings Article | 23 October 2010 Paper

Unsupervised change detection by kernel clustering

Michele Volpi, Devis Tuia, Gustavo Camps-Valls, Mikhail Kanevski

Proceedings Volume 7830, 78300V (2010) https://doi.org/10.1117/12.864921

KEYWORDS: Remote sensing, Detection and tracking algorithms, Binary data, Statistical analysis, Image resolution, Expectation maximization algorithms, Chemical elements, Matrices, Image processing, Satellite imaging

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Proceedings Article | 28 September 2009 Paper

PCA Gaussianization for one-class remote sensing image classification

Valero Laparra, Jordi Muñoz-Marí, Gustavo Camps-Valls, Jesús Malo

Proceedings Volume 7477, 74770U (2009) https://doi.org/10.1117/12.834011

KEYWORDS: Transform theory, Remote sensing, Independent component analysis, Principal component analysis, Image classification, Image processing, Statistical analysis, Target detection, Neural networks, Synthetic aperture radar

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Proceedings Article | 14 October 2008 Paper

Image classification with semi-supervised one-class support vector machine

Jordi Muñoz-Marí, Luis Gómez-Chova, Gustavo Camps-Valls, Javier Calpe-Maravilla

Proceedings Volume 7109, 71090B (2008) https://doi.org/10.1117/12.801738

KEYWORDS: Clouds, Data modeling, Statistical modeling, RGB color model, Image classification, Remote sensing, Target detection, Distance measurement, Expectation maximization algorithms, Synthetic aperture radar

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Proceedings Article | 10 October 2008 Paper

Target detection with a contextual kernel orthogonal subspace projection

Luca Capobianco, Gustavo Camps-Valls

Proceedings Volume 7109, 71090D (2008) https://doi.org/10.1117/12.801735

KEYWORDS: Target detection, Composites, Sensors, Radon, Detection and tracking algorithms, Hyperspectral imaging, Hyperspectral target detection, Matrices, Associative arrays, Feature extraction

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Proceedings Article | 9 October 2008 Paper

Multi-stage robust scheme for citrus identification from high resolution airborne images

Julia Amorós-López, Emma Izquierdo Verdiguier, Luis Gómez-Chova, Jordi Muñoz-Marí, Jorge Zoilo Rodríguez-Barreiro, Gustavo Camps-Valls, Javier Calpe-Maravilla

Proceedings Volume 7109, 710908 (2008) https://doi.org/10.1117/12.801737

KEYWORDS: Geographic information systems, Feature extraction, Photointerpretation, Remote sensing, Visualization, Databases, RGB color model, Spatial resolution, Near infrared, Image classification

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Proceedings Article | 24 October 2007 Paper

An unsupervised support vector method for change detection

F. Bovolo, G. Camps-Valls, L. Bruzzone

Proceedings Volume 6748, 674809 (2007) https://doi.org/10.1117/12.737764

KEYWORDS: Multispectral imaging, Remote sensing, Optical spheres, Error analysis, Target detection, Data acquisition, Expectation maximization algorithms, Earth observing sensors, Sensors, Landsat

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Proceedings Article | 24 October 2007 Paper

Efficient regularized LDA for hyperspectral image classification

Tatyana Bandos, Lorenzo Bruzzone, Gustavo Camps-Valls

Proceedings Volume 6748, 67480R (2007) https://doi.org/10.1117/12.737157

KEYWORDS: Remote sensing, Image classification, Hyperspectral imaging, Matrices, Data acquisition, Feature extraction, Solids, Statistical analysis, Principal component analysis, Absorption

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Proceedings Article | 29 September 2006 Paper

Modelling spatial and spectral systematic noise patterns on CHRIS/PROBA hyperspectral data

Luis Gómez-Chova, Luis Alonso, Luis Guanter, Gustavo Camps-Valls, Javier Calpe, José Moreno

Proceedings Volume 6365, 63650Z (2006) https://doi.org/10.1117/12.690033

KEYWORDS: Charge-coupled devices, Sensors, Image processing, Hyperspectral imaging, CCD image sensors, Spatial frequencies, Linear filtering, Spectroscopy, Signal to noise ratio, Databases

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Proceedings Article | 29 September 2006 Paper

Multitemporal image classification and change detection with kernels

Gustavo Camps-Valls, Luis Gomez-Chova, Jordi Muñoz-Mari, Luis Alonso, Javier Calpe-Maravilla, José Moreno

Proceedings Volume 6365, 63650H (2006) https://doi.org/10.1117/12.689585

KEYWORDS: Composites, Synthetic aperture radar, Image classification, Landsat, Remote sensing, Image fusion, Sensors, Feature extraction, Information fusion, Earth observing sensors

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Proceedings Article | 1 November 2005 Paper

Cloud detection for CHRIS/Proba hyperspectral images

Luis Gómez-Chova, Julia Amorós, Gustavo Camps-Valls, José Martin, Javier Calpe, Luis Alonso, Luis Guanter, Juan Fortea, José Moreno

Proceedings Volume 5979, 59791Q (2005) https://doi.org/10.1117/12.627704

KEYWORDS: Clouds, Absorption, Sensors, Feature extraction, Atmospheric optics, Reflectivity, Expectation maximization algorithms, Near infrared, Image segmentation, Vegetation

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Proceedings Article | 19 October 2005 Paper

Relevance vector machines for sparse learning of biophysical parameters

G. Camps-Valls, L. Gomez-Chova, J. Vila-Francés, J. Amorós-López, J. Muñoz-Mar, J. Calpe-Maravilla

Proceedings Volume 5982, 59820Z (2005) https://doi.org/10.1117/12.627656

KEYWORDS: Data modeling, Statistical modeling, Biological research, Remote sensing, Statistical analysis, Data acquisition, Performance modeling, Error analysis, Satellites, Expectation maximization algorithms

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Proceedings Article | 10 November 2004 Paper

Partially supervised hierarchical clustering of SAR and multispectral imagery for urban areas monitoring

Luis Gomez-Chova, Diego Fernandez-Prieto, Javier Calpe, Emilio Soria, Joan Vila, Gustavo Camps-Valls

Proceedings Volume 5573, (2004) https://doi.org/10.1117/12.565276

KEYWORDS: Expectation maximization algorithms, Synthetic aperture radar, Prototyping, Image processing, Image classification, Spatial resolution, Landsat, Sensors, Distance measurement, Earth observing sensors

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Proceedings Article | 10 November 2004 Paper

Regularized methods for hyperspectral image classification

Gustavo Camps-Valls, Lorenzo Bruzzone

Proceedings Volume 5573, (2004) https://doi.org/10.1117/12.601712

KEYWORDS: Signal to noise ratio, Neural networks, Image classification, Hyperspectral imaging, Neurons, Remote sensing, Statistical analysis, Statistical modeling, Feature selection, Binary data

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Proceedings Article | 5 February 2004 Paper

Robust automatic classification method for hyperspectral imagery

Luis Gomez-Chova, Javier Calpe-Maravilla, Gustavo Camps-Valls, Jose Martin-Guerrero, Emilio Soria-Olivas, Joan Vila, Luis Alonso-Chorda, Jose Moreno

Proceedings Volume 5238, (2004) https://doi.org/10.1117/12.510673

KEYWORDS: Expectation maximization algorithms, Hyperspectral imaging, Image classification, Machine learning, Remote sensing, Spectroscopy, Library classification systems, Data acquisition, Statistical analysis, Detection and tracking algorithms

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Proceedings Article | 5 February 2004 Paper

Kernel methods for HyMap imagery knowledge discovery

Gustavo Camps-Valls, Luis Gomez-Chova, Javier Calpe-Maravilla, Emilio Soria-Olivas, Jose Martin-Guerrero, Jose Moreno

Proceedings Volume 5238, (2004) https://doi.org/10.1117/12.510719

KEYWORDS: Neural networks, Knowledge discovery, Principal component analysis, Feature selection, Data modeling, Reflectivity, Absorption, Hyperspectral imaging, Pattern recognition, Image classification

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Showing 5 of 20 publications

Conference Committee Involvement (19)

Image and Signal Processing for Remote Sensing XXIX

4 September 2023 | Amsterdam, Netherlands

Image and Signal Processing for Remote Sensing XXVIII

5 September 2022 | Berlin, Germany

Image and Signal Processing for Remote Sensing XXVII

13 September 2021 | Online Only, Spain

Image and Signal Processing for Remote Sensing XXVI

21 September 2020 | Online Only, United Kingdom

Image and Signal Processing for Remote Sensing XXV

9 September 2019 | Strasbourg, France