Jordi Muñoz-Marí

IEEE Trans. Geosci. Remote. Sens., 2022

Autocorrelation Metrics to Estimate Soil Moisture Persistence From Satellite Time Series: Application to Semiarid Regions.

[BibT_eX]

[DOI]

María Piles

Alicia Guerrero-Curieses

IEEE Trans. Geosci. Remote. Sens., 2022

Retrieval of Physical Parameters With Deep Structured Kernel Regression.

[BibT_eX]

[DOI]

Valero Laparra

Luca Martino

IEEE Trans. Geosci. Remote. Sens., 2022

2021

Learning main drivers of crop progress and failure in Europe with interpretable machine learning.

[BibT_eX]

[DOI]

Int. J. Appl. Earth Obs. Geoinformation, 2021

Global Cropland Yield Monitoring with Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Global Upscaling of the MODIS Land Cover with Google Earth Engine and Landsat Data.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

Physics-Aware Machine Learning for Geosciences and Remote Sensing.

[BibT_eX]

[DOI]

Daniel H. Svendsen

Jordi Cortés-Andrés

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2021

2020

Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources.

[BibT_eX]

[DOI]

Amirhosein Mosavi

Inf. Fusion, 2020

Randomized kernels for large scale Earth observation applications.

[BibT_eX]

[DOI]

CoRR, 2020

Fusing Optical and SAR time series for LAI gap filling with multioutput Gaussian processes.

[BibT_eX]

[DOI]

CoRR, 2020

Living in the Physics and Machine Learning Interplay for Earth Observation.

[BibT_eX]

[DOI]

Daniel H. Svendsen

Jordi Cortés-Andrés

CoRR, 2020

Down-Scaling Modis Vegetation Products with Landsat GAP Filled Surface Reflectance in Google Earth Engine.

[BibT_eX]

[DOI]

Marco P. Maneta

Nathaniel P. Robinson

José E. Adsuara

Manuel Campos

F. Javier García-Haro

Proceedings of the IEEE International Geoscience and Remote Sensing Symposium, 2020

2019

Nonlinear Distribution Regression for Remote Sensing Applications.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2019

The Causality for Climate Competition.

[BibT_eX]

[DOI]

Proceedings of the NeurIPS 2019 Competition and Demonstration Track, 2019

2018

Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes.

[BibT_eX]

[DOI]

Jorge Vicent

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Pattern Recognition Scheme for Large-Scale Cloud Detection Over Landmarks.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2018

Multitemporal Cloud Masking in the Google Earth Engine.

[BibT_eX]

[DOI]

Remote. Sens., 2018

Warped Gaussian Processes in Remote Sensing Parameter Estimation and Causal Inference.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2018

Physics-aware Gaussian processes in remote sensing.

[BibT_eX]

[DOI]

Luca Martino

Daniel H. Svendsen

Francisco Javier García-Haro

Valero Laparra

David Luengo

Appl. Soft Comput., 2018

Statistical Learning For End-To-End Simulations.

[BibT_eX]

[DOI]

Jorge Vicent

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Global Estimation of Soil Moisture Persistence with L and C-Band Microwave Sensors.

[BibT_eX]

[DOI]

Maria Piles

Robin van der Schalie

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Gap Filling of Biophysical Parameter Time Series with Multi-Output Gaussian Processes.

[BibT_eX]

[DOI]

Anna Mateo-Sanchis

F. Javier García-Haro

Francisco Javier García-Haro

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

Generation of Global Vegetation Products from Eumetsat AVHRR/METOP Satellites.

[BibT_eX]

[DOI]

Beatriz Martínez

Sergio Sanchez-Ruiz

María Amparo Gilabert

Proceedings of the 2018 IEEE International Geoscience and Remote Sensing Symposium, 2018

2017

SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra.

[BibT_eX]

[DOI]

José F. Moreno

Remote. Sens., 2017

Physics-Aware Gaussian Processes for Earth Observation.

[BibT_eX]

[DOI]

David Luengo

Proceedings of the Image Analysis - 20th Scandinavian Conference, 2017

Fair Kernel Learning.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2017

Cloud detection on the Google Earth engine platform.

[BibT_eX]

[DOI]

Gonzalo Mateo-Garcia

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Nonlinear statistical retrieval of surface emissivity from IASI data.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

Cloud detection machine learning algorithms for PROBA-V.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Geoscience and Remote Sensing Symposium, 2017

2016

Emulation of Leaf, Canopy and Atmosphere Radiative Transfer Models for Fast Global Sensitivity Analysis.

[BibT_eX]

[DOI]

Remote. Sens., 2016

Active Learning Methods for Efficient Hybrid Biophysical Variable Retrieval.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2016

2015

An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning.

[BibT_eX]

[DOI]

Remote. Sens., 2015

Learning Structures in Earth Observation Data with Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the Advanced Analysis and Learning on Temporal Data, 2015

Biophysical parameter retrieval with warped Gaussian processes.

[BibT_eX]

[DOI]

Miguel Lázaro-Gredilla

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

Operational cloud screening service for Sentinel-2 image time series.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Geoscience and Remote Sensing Symposium, 2015

2014

Explicit Recursive and Adaptive Filtering in Reproducing Kernel Hilbert Spaces.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks Learn. Syst., 2014

Toward a Semiautomatic Machine Learning Retrieval of Biophysical Parameters.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2014

Prediction of Daily Global Solar Irradiation Using Temporal Gaussian Processes.

[BibT_eX]

[DOI]

Sancho Salcedo-Sanz

Carlos Casanova-Mateo

IEEE Geosci. Remote. Sens. Lett., 2014

A unified SVM framework for signal estimation.

[BibT_eX]

[DOI]

Digit. Signal Process., 2014

2013

Graph Matching for Adaptation in Remote Sensing.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2013

Learning User's Confidence for Active Learning.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2013

Multiset Kernel CCA for multitemporal image classification.

[BibT_eX]

[DOI]

Proceedings of the 7th International Workshop on the Analysis of Multi-temporal Remote Sensing Images, 2013

A kernel regression approach to cloud and shadow detection in multitemporal images.

[BibT_eX]

[DOI]

Proceedings of the 7th International Workshop on the Analysis of Multi-temporal Remote Sensing Images, 2013

Advances in synergy of AATSR-MERIS sensors for cloud detection.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

Kernel change discriminant analysis for multitemporal cloud masking.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Geoscience and Remote Sensing Symposium, 2013

2012

Semisupervised Classification of Remote Sensing Images With Active Queries.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2012

Nonlinear Statistical Retrieval of Atmospheric Profiles From MetOp-IASI and MTG-IRS Infrared Sounding Data.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2012

Remote sensing image segmentation by active queries.

[BibT_eX]

[DOI]

Pattern Recognit., 2012

Putting the user into the active learning loop: Towards realistic but efficient photointerpretation.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Discovering single classes in remote sensing images with active learning.

[BibT_eX]

[DOI]

Proceedings of the 2012 IEEE International Geoscience and Remote Sensing Symposium, 2012

Web Monitoring System and Gateway for Serial Communication PLC.

[BibT_eX]

[DOI]

Alfredo Rosado Muñoz

Azeddine Mjahad

Guillermo Terol-Tortosa

Proceedings of the 1st Conference on Embedded Systems, 2012

2011

Structured Output SVM for Remote Sensing Image Classification.

[BibT_eX]

[DOI]

J. Signal Process. Syst., 2011

On the Impact of Lossy Compression on Hyperspectral Image Classification and Unmixing.

[BibT_eX]

[DOI]

Fernando García-Vílchez

Maciel Zortea

Ian Blanes

Vicente González Ruiz

Antonio Plaza

Joan Serra-Sagristà

IEEE Geosci. Remote. Sens. Lett., 2011

A Survey of Active Learning Algorithms for Supervised Remote Sensing Image Classification.

[BibT_eX]

[DOI]

IEEE J. Sel. Top. Signal Process., 2011

Graph matching for efficient classifiers adaptation.

[BibT_eX]

[DOI]

Jesus Malo

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Large scale semi-supervised image segmentation with active queries.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

Kernel-based retrieval of atmospheric profiles from IASI data.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Geoscience and Remote Sensing Symposium, 2011

2010

Semisupervised One-Class Support Vector Machines for Classification of Remote Sensing Data.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2010

Cluster-based active learning for compact image classification.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2010

2009

Parallel Implementations of SVM for Earth Observation.

[BibT_eX]

[DOI]

Proceedings of the Parallel Programming, Models and Applications in Grid and P2P Systems., 2009

Biophysical Parameter Estimation With a Semisupervised Support Vector Machine.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2009

Learning non-linear time-scales with kernel gamma-filters.

[BibT_eX]

[DOI]

Jesús Requena-Carrión

Neurocomputing, 2009

Cloud Screening with Combined MERIS and AATSR Images.

[BibT_eX]

[DOI]

José F. Moreno

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

Biophysical Parameter Estimation with Adaptive Gaussian Processes.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2009

2008

Kernel-Based Framework for Multitemporal and Multisource Remote Sensing Data Classification and Change Detection.

[BibT_eX]

[DOI]

IEEE Trans. Geosci. Remote. Sens., 2008

Semisupervised Image Classification With Laplacian Support Vector Machines.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2008

Sparse Deconvolution Using Support Vector Machines.

[BibT_eX]

[DOI]

Aníbal R. Figueiras-Vidal

EURASIP J. Adv. Signal Process., 2008

Semi-Supervised Support Vector Biophysical Parameter Estimation.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2008

2007

A Support Vector Domain Description Approach to Supervised Classification of Remote Sensing Images.

[BibT_eX]

[DOI]

Lorenzo Bruzzone

IEEE Trans. Geosci. Remote. Sens., 2007

Nonlinear System Identification With Composite Relevance Vector Machines.

[BibT_eX]

[DOI]

IEEE Signal Process. Lett., 2007

Combination of one-class remote sensing image classifiers.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Semi-supervised cloud screening with Laplacian SVM.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

Hyperspectral image classification with mahalanobis relevance vector machines.

[BibT_eX]

[DOI]

Antonio Rodrigo-González

Proceedings of the IEEE International Geoscience & Remote Sensing Symposium, 2007

2006

Support Vector Machines for Nonlinear Kernel ARMA System Identification.

[BibT_eX]

[DOI]

Aníbal R. Figueiras-Vidal

IEEE Trans. Neural Networks, 2006

Composite kernels for hyperspectral image classification.

[BibT_eX]

[DOI]

IEEE Geosci. Remote. Sens. Lett., 2006

400 - to 1000 - nm imaging spectrometer based on acousto-optic tunable filters.

[BibT_eX]

[DOI]

Enrique Tajahuerce-Romera

J. Electronic Imaging, 2006

2005

SmartSpectra: Applying multispectral imaging to industrial environments.

[BibT_eX]

[DOI]

Real Time Imaging, 2005

Implementation Challenges in Complex Adaptive Systems.

[BibT_eX]

José David Martín-Guerrero

Proceedings of the 1st International Workshop on Reconfigurable Communication-centric Systems-on-Chip, 2005

2004

Crane collision modelling using a neural network approach.

[BibT_eX]

[DOI]

Ignacio García-Fernández

Marta Pla-Castells

Emilio Soria-Olivas

Rafael J. Martínez-Durá