Publications

2016

  • Kernel Manifold Alignment for Domain Adaptation Tuia, D. and G. Camps-Valls, G., PLoS One, 11(2):e0148655. doi: 10.1371/journal.pone.0148655. eCollection, 2016
  • Optimized Kernel Entropy Components Izquierdo-Verdiguier, E. and Lapara, V. and Jenssen, R. and Gómez-Chova, L. and Camps-Valls, G., IEEE Transactions on Neural Networks and Learning Systems,Volume: PP, Issue: 99, Pages: 1 – 7, DOI: 10.1109/TNNLS.2016.2530403, 2016
  • Active learning methods for efficient hybrid biophysical variable retrieval Verrelst, J. and Dethier, S. and Rivera, J.P. and Munoz-Marti, J. and Camps-Valls, G. and Moreno, J., IEEE Geoscience and Remote Sensing Letters(13),1012-1016, 2016.DOI 10.1109/LGRS.2016.2560799
  • Kernel spectral angle mapper G. Camps-Valls, Electronics Letters,52(14):1218, 2016
  • Recent advances in the retrieval of terrestrial vegetation properties with optical remote sensing – A review. J. Verrelst, G. Camps-Valls, J. Muñoz-Marí, J.P. Rivera, F. Veroustraete, J. Clevers, and J. Moreno (submitted)
  • A Survey on Gaussian Processes for Earth Observation Data Analysis: A Comprehensive Investigation G. Camps-Valls, J. Muñoz-Marí, J. Verrelst, F. Mateo, J. Gomez-Dans, IEEE Geoscience and Remote Sensing Magazine, Volume: 4, Issue: 2
    Pages: 58 – 78, DOI: 10.1109/MGRS.2015.2510084, 2016.

2015                                                              SEDAL started officially on 1-September-2015

  • Uncertainty analysis of Gross Primary Production predictions using Random Forests, remote sensing and eddy covariance data. Gianluca Tramontana, Kazuito Ichii, Gustau Camps-Valls, Enrico Tomelleri and Dario Papale. Remote Sensing of Environment, Volume 168, Pages 360-373, October 2015,.
  • An emulator toolbox to approximate radiative transfer models with statistical learning. Rivera, JP; Verrelst, J.; Gomez-Dans, J.; Muñoz-Marí, J.; Moreno, J; and Camps-Valls, G. Remote Sensing. 7, p. 9347-9370, 2015.
  • Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties – A review. Verrelst, J.; Camps-Valls, G.; Muñoz-Marí, J.; Rivera, JP; Veroustraete, F.; Clevers, J.P.G.W., Moreno, J. ISPRS Journal of Photogrammetry and Remote Sensing, Vol 108, Pages 273–290, 2015.
  • Experimental Sentinel-2 LAI estimation using parametric, non-parametric and physical retrieval methods – A comparison. Verrelst, J.; Rivera, JP; Veroustraete, F.; Muñoz-Marí, J.; Clevers, J.P.G.W.; Camps-Valls, G.; Moreno, J. ISPRS Journal of Photogrammetry and Remote Sensing. Vol 108, Pages 260-272, 2015.
  • Mapping Leaf Area Index with a Smartphone and Gaussian Processes. Manuel Campos-Taberner, Franciso Javier García-Haro, Álvaro Moreno, María Amparo Gilabert, Sergio Sánchez-Ruiz, Beatriz Martínez and Gustau Camps-Valls. IEEE Geoscience and Remote Sensing Letters. In press, 2015.
  • Replacing radiative transfer models by surrogate approximations through machine learning. Jochem Verrelst, Juan Pablo Rivera, Jose Gómez-Dans, Gustau Camps-Valls and Jose Moreno. IEEE International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015). 26-31 July, 2015, Milan, Italy.
  • Development of an Earth Observation processing chain for crop biophysical parameters at local scale. M. Campos-Taberner, F.J. García-Haro, A. Moreno, M.A. Gilabert, B. Martínez, S. Sánchez-Ruiz, G. Camps-Valls. IEEE International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015) 26-31 July, 2015, Milan, Italy
  • Ranking drivers of global carbon and energy fluxes over land. Gustau Camps-Valls , Martin Jung, Kazuhito Ichii, Dario Papale, Gianluca Tramontana, Paul Bodesheim, Christopher Schwalm, Jakob Zscheischler, Miguel Mahecha, and Markus Reichstein. IEEE International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015). 26-31 July, 2015, Milan, Italy
  • Sensitivity analysis of Gaussian processes for oceanic chlorophyll prediction, Katalin Blix, Robert Jenssen and Gustau Camps-Valls. IEEE International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015). 26-31 July, 2015, Milan, Italy
  • Large-scale random features kernel regression. Valero Laparra, Diego Marcos Gonzalez, Devis Tuia and Gustau Camps-Valls. IEEE International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015). 26-31 July, 2015, Milan, Italy
  • Biophysical parameter retrieval with warped Gaussian processes. Jordi Munoz-Marí, Jochem Verrelst, Miguel Lazaro-Gredilla and Gustau Camps-Valls. IEEE International Geoscience and Remote Sensing Symposium 2015 (IGARSS 2015). 26-31 July, 2015, Milan, Italy

2014

  • Retrieval of Biophysical Parameters with Heteroscedastic Gaussian Processes. Miguel Lázaro-Gredilla, Michalis Titsias, Jochem Verrelst and G. Camps-Valls. IEEE Geoscience and Remote Sensing Letters, 11(4),  838-842, 2014.
  • Global and time-resolved monitoring of crop photosynthesis with chlorophyll fluorescence. Luis Guanter, Yongguang Zhang, Martin Jung, Joanna Joiner, Maximilian Voigt, Joseph A. Berry, Christian Frankenberg, Alfredo Huete, Pablo Zarco-Tejada, Jung-Eun Lee, M. Susan Moran, Guillermo Ponce-Campos, Christian Beer, Gustavo Camps-Valls, Nina Buchmann, Damiano Gianelle, Katja Klumpp, Alessandro Cescatti, John M. Baker, and Timothy J. Griffis. Proceedings of the National Academy of Sciences, PNAS, 2014
  • A Unified SVM Framework for Signal Estimation. José Luis Rojo-Álvarez, Manel Martínez­-Ramón, Jordi Muñoz­-Marí, and G. Camps­-Valls. Digital Signal Processing, Volume 26, March 2014, Pages 1–20, 2014
  • Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces. Devis Tuia, Jordi Muñoz-Marí, José L. Rojo-Álvarez, Manel Martínez-Ramón and G. Camps-Valls. IEEE Transactions on Neural Networks and Learning Systems, 2014. DOI: 10.1109/TNNLS.2013.2293871
  • Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters. Juan Pablo Rivera, Jochem Verrelst, Jordi Muñoz-Marí, José Moreno, and G. Camps-Valls. IEEE Journal of Selected Topics in Applied Observations and Remote Sensing, 2014. DOI: 10.1109/JSTARS.2014.229875
  • Prediction of Daily Global Solar Irradiation using Temporal Gaussian Processes. Sancho Salcedo-Sanz, Carlos Casanova-Mateo, Jordi Muñoz-Marí, G. Camps-Valls. IEEE Geoscience and Remote Sensing Letters, 11(11), 1936-1940, Nov. 2014. 10.1109/LGRS.2014.2314315
  • An ensemble of global high-resolution products of energy fluxes over land. Martin Jung, Kazuhito Ichii, G. Camps-Valls, Dario Papale, Gianluca Tramontana, Sven Sickert, Christopher Schwalm, Markus Reichstein. 7th International Scientific Conference on the Global Water and Energy Cycle, GEWEX 2014. The Hague, the Netherlands, 14-17 July 2014.
  • Advanced retrieval methods for leaf chlorophyll content in support of global mapping of vegetation fluorescence. Jochem Verrelst, Juan Pablo Rivera, Jordi Muñoz, Luis Alonso, G. Camps-Valls, Jose Moreno. GV2M (Global Vegetation Monitoring and Modelling) February 3-7 2014, Avignon, France.
  • Advances in Non-linear Retrievals for IASI and MTG-IRS Hyperspectral Infrared Sounders. G. Camps, Valero Laparra, Jordi Muñoz, Luis Gómez, Xavier Calbet, Tim Hultberg, Thomas August. EUMETSAT Meteorological Satellite Conference, EUMETSAT 2014. Geneva, Switzerland, 22 – 26 September 2014.
  • Gaussian processess Uncertainty Estimates in Experimental Sentinel-2 LAI and Leaf Chlorophyll Content Retrieval. Jochem Verrelst, Juan Pablo Rivera, José Moreno, G. Camps-Valls. ISPRS Journal of Photogrammetry and Remote Sensing, Volume 86, Dec. 2013
  • Gaussian process retrieval of chlorophyll content from imaging spectroscopy data. J. Verrelst, L. Alonso, P. Rivera, J. Moreno and G. Camps-Valls. IEEE Journal of Selected Topics in Applied Earth Observation and Remote Sensing, 6(2), Part 3, 2013
  • Mapping cropland GPP in the north temperate region with space measurements of chlorophyll fluorescence. L Guanter, Y Zhang, M Jung, J Joiner, M Voigt, AR Huete, P Zarco-Tejada, C Frankenberg, J Lee, JA Berry, SM Moran, G Ponce-Campos, C Beer, G Camps-Valls, NC Buchmann, D Gianelle, K Klumpp, A Cescatti, JM Baker, T Griffis. AGU Fall Meeting Abstracts, 2013.
  • Recent advances in biophysical parameter retrieval methods – opportunities for Sentinel-2. J. Verrelst, J.P. Rivera, G. Camps-Valls, and J. Moreno. ESA Living Planet Symposium 2013, 09-13 September, Edinbrugh, UK
  • ARTMO’s new Machine Learning Regression Algorithm (MLRA) module for semiautomatic mapping of biophysical parameters. Jochem Verrelst, Juan Pablo Rivera, Jordi Muñoz, Luis Alonso, G. Camps-Valls, Jose Moreno
    EARSeL 8th SIG-Imaging Spectroscopy Workshop 2013, 08-10 April, Nantes, France
  • Estimation of Vegetation Chlorophyll Content with Variational Heteroscedastic Gaussian Processes. Miguel Lázaro-Gredilla, Michalis K. Titsias, Jochem Verrelst and G. Camps-Valls. IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2013. 21-26 July 2013. Melbourne, Australia.
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