Engineering
Listando 42 trabajos del autor/autora 38
Lista de trabajos en el área Engineering
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Article
A methodology to derive global maps of leaf traits using remote sensing and climate data
Moreno-Martinez, Alvaro; Camps-Valls, Gustau; Kattge, Jens; Robinson, Nathaniel; Reichstein, Markus; van Bodegom, Peter; Kramer, Koen; Cornelissen, J. Hans C.; Reich, Peter; Bahn, Michael; Niinemets, Ulo; Penuelas, Josep; Craine, Joseph M.; Cerabolini, Bru
REMOTE SENSING OF ENVIRONMENT
0034-4257 (2018)
DOI /
10.1016/j.rse.2018.09.006
Green published, Green submitted
Mentions
23
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0
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1
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1
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Article
Global Estimation of Biophysical Variables from Google Earth Engine Platform
Campos-Taberner, Manuel; Moreno-Martinez, Alvaro; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau; Robinson, Nathaniel P.; Kattge, Jens; Running, Steven W.
REMOTE SENSING
(2018)
DOI /
10.3390/rs10081167
Gold DOAJ
Mentions
33
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0
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0
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0
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Article
A global canopy water content product from AVHRR/Metop
Javier Garcia-Haro, Francisco; Campos-Taberner, Manuel; Moreno, Alvaro; Torbern Tagesson, Hakan; Camacho, Fernando; Martinez, Beatriz; Sanchez, Sergio; Piles, Maria; Camps-Valls, Gustau; Yebra, Marta; Amparo Gilabert, Maria
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
0924-2716 (2020)
DOI /
10.1016/j.isprsjprs.2020.02.007
Mentions
25
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0
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0
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Article
Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud
Moreno-Martinez, Alvaro; Izquierdo-Verdiguier, Emma; Maneta, Marco P.; Camps-Valls, Gustau; Robinson, Nathaniel; Munoz-Mari, Jordi; Sedano, Fernando; Clinton, Nicholas; Running, Steven W.
REMOTE SENSING OF ENVIRONMENT
0034-4257 (2020)
DOI /
10.1016/j.rse.2020.111901
Green published, Gold other
Mentions
19
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0
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0
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0
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Article
Crop Yield Estimation and Interpretability With Gaussian Processes
Martinez-Ferrer, Laura; Piles, Maria; Camps-Valls, Gustau
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
1545-598X (2021)
DOI /
10.1109/lgrs.2020.3016140
Green submitted
Mentions
6
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0
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0
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0
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Article
The Recycling Gibbs sampler for efficient learning
Martino, Luca; Elvira, Victor; Camps-Valls, Gustau
DIGITAL SIGNAL PROCESSING
1051-2004 (2018)
DOI /
10.1016/j.dsp.2017.11.012
Mentions
15
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0
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0
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Article
A carbon sink-driven approach to estimate gross primary production from microwave satellite observations
Teubner, Irene E.; Forkel, Matthias; Camps-Valls, Gustau; Jung, Martin; Miralles, Diego G.; Tramontana, Gianluca; van der Schalie, Robin; Vreugdenhil, Mariette; Moesinger, Leander; Dorigo, Wouter A.
REMOTE SENSING OF ENVIRONMENT
0034-4257 (2019)
DOI /
10.1016/j.rse.2019.04.022
Green submitted
Mentions
17
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0
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0
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0
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Article
Spatial homogeneity from temporal stability: Exploiting the combined hyper-frequent revisit of Terra and Aqua to guide Earth System Science
Duveiller, Gregory; Camps-Valls, Gustau; Ceccherini, Guido; Cescatti, Alessandro
REMOTE SENSING OF ENVIRONMENT
0034-4257 (2021)
DOI /
10.1016/j.rse.2021.112496
Mentions
6
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5
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0
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0
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Article
Active emulation of computer codes with Gaussian processes Application to remote sensing
Heestermans Svendsen, Daniel; Martino, Luca; Camps-Valls, Gustau
PATTERN RECOGNITION
0031-3203 (2020)
DOI /
10.1016/j.patcog.2019.107103
Green submitted
Mentions
9
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0
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0
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0
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Article
A Critical Comparison of Remote Sensing Leaf Area Index Estimates over Rice-Cultivated Areas: From Sentinel-2 and Landsat-7/8 to MODIS, GEOV1 and EUMETSAT Polar System
Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Busetto, Lorenzo; Ranghetti, Luigi; Martinez, Beatriz; Amparo Gilabert, Maria; Camps-Valls, Gustau; Camacho, Fernando; Boschetti, Mirco
REMOTE SENSING
(2018)
DOI /
10.3390/rs10050763
Gold DOAJ
Mentions
8
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0
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0
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0
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Article
Gaussianizing the Earth: Multidimensional Information Measures for Earth Data Analysis
Emmanuel Johnson, J.; Laparra, Valero; Piles, Maria; Camps-Valls, Gustau
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE
(2021)
DOI /
10.1109/mgrs.2021.3066260
Mentions
7
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0
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0
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Article
Toward a Collective Agenda on AI for Earth Science Data Analysis
Tuia, Devis; Roscher, Ribana; Wegner, Jan Dirk; Jacobs, Nathan; Zhu, Xiaoxiang; Camps-Valls, Gustau
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE
2473-2397 (2021)
DOI /
10.1109/mgrs.2020.3043504
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8
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0
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0
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Article
Synergistic integration of optical and microwave satellite data for crop yield estimation
Mateo-Sanchis, Anna; Piles, Maria; Munoz-Mari, Jordi; Adsuara, Jose E.; Perez-Suay, Adrian; Camps-Valls, Gustau
REMOTE SENSING OF ENVIRONMENT
0034-4257 (2019)
DOI /
10.1016/j.rse.2019.111460
Green published, Gold other
Mentions
3
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1
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0
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Article
Joint Gaussian Processes for Biophysical Parameter Retrieval
Heestermans Svendsen, Daniel; Martino, Luca; Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
0196-2892 (2018)
DOI /
10.1109/tgrs.2017.2767205
Green submitted
Mentions
6
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0
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0
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0
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Article
Multitemporal Cloud Masking in the Google Earth Engine
Mateo-Garcia, Gonzalo; Gomez-Chova, Luis; Amoros-Lopez, Julia; Munoz-Mari, Jordi; Camps-Valls, Gustau
REMOTE SENSING
(2018)
DOI /
10.3390/rs10071079
Gold DOAJ
Mentions
8
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0
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0
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0
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Article
Kernel Anomalous Change Detection for Remote Sensing Imagery
Padron-Hidalgo, Jose A.; Laparra, Valero; Longbotham, Nathan; Camps-Valls, Gustau
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
0196-2892 (2019)
DOI /
10.1109/tgrs.2019.2916212
Mentions
6
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0
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0
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0
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Article
Nonlinear Distribution Regression for Remote Sensing Applications
Adsuara, Jose E.; Perez-Suay, Adrian; Munoz-Mari, Jordi; Mateo-Sanchis, Anna; Piles, Maria; Camps-Valls, Gustau
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
0196-2892 (2019)
DOI /
10.1109/tgrs.2019.2931085
Mentions
12
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0
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0
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Article
Accounting for Input Noise in Gaussian Process Parameter Retrieval
Emmanuel Johnson, Juan; Laparra, Valero; Camps-Valls, Gustau
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
1545-598X (2020)
DOI /
10.1109/lgrs.2019.2921476
Mentions
9
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0
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0
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0
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Article
Unsupervised Anomaly and Change Detection With Multivariate Gaussianization
Padron-Hidalgo, Jose A.; Laparra, Valero; Camps-Valls, Gustau
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
(2021)
DOI /
10.1109/tgrs.2021.3116186
Mentions
5
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0
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Article
SCOPE-Based Emulators for Fast Generation of Synthetic Canopy Reflectance and Sun-Induced Fluorescence Spectra
Verrelst, Jochem; Rivera Caicedo, Juan Pablo; Munoz-Mari, Jordi; Camps-Valls, Gustau; Moreno, Jose
REMOTE SENSING
(2017)
DOI /
10.3390/rs9090927
Green submitted, Gold
Mentions
5
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0
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0
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Article
Nonlinear PCA for Spatio-Temporal Analysis of Earth Observation Data
Bueso, Diego; Piles, Maria; Camps-Valls, Gustau
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
0196-2892 (2020)
DOI /
10.1109/tgrs.2020.2969813
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2
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0
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0
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0
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Article
Derivation of global vegetation biophysical parameters from EUMETSAT Polar System
Javier Garcia-Haro, Francisco; Campos-Taberner, Manuel; Munoz-Mari, Jordi; Laparra, Valero; Camacho, Fernando; Sanchez-Zapero, Jorge; Camps-Valls, Gustau
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
0924-2716 (2018)
DOI /
10.1016/j.isprsjprs.2018.03.005
Mentions
3
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0
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0
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Article
Machine Learning Regression Approaches for Colored Dissolved Organic Matter (CDOM) Retrieval with S2-MSI and S3-OLCI Simulated Data
Belen Ruescas, Ana; Hieronymi, Martin; Mateo-Garcia, Gonzalo; Koponen, Sampsa; Kallio, Kari; Camps-Valls, Gustau
REMOTE SENSING
(2018)
DOI /
10.3390/rs10050786
Gold DOAJ
Mentions
4
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0
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0
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0
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Article
Efficient Kernel Cook's Distance for Remote Sensing Anomalous Change Detection
Padron-Hidalgo, Jose Antonio; Perez-Suay, Adrian; Nar, Fatih; Laparra, Valero; Camps-Valls, Gustau
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
1939-1404 (2020)
DOI /
10.1109/jstars.2020.3020913
Gold other
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2
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0
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0
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Article
Improved Statistically Based Retrievals via Spatial-Spectral Data Compression for IASI Data
Garcia-Sobrino, Joaquin; Laparra, Valero; Serra-Sagrista, Joan; Calbet, Xavier; Camps-Valls, Gustau
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
0196-2892 (2019)
DOI /
10.1109/tgrs.2019.2901396
Green submitted
Mentions
5
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0
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0
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Article
Compressed Particle Methods for Expensive Models With Application in Astronomy and Remote Sensing
Martino, Luca; Elvira, Victor; Lopez-Santiago, Javier; Camps-Valls, Gustau
IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS
0018-9251 (2021)
DOI /
10.1109/taes.2021.3061791
Green submitted
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2
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0
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0
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0
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Article
Gaussian Process Sensitivity Analysis for Oceanic Chlorophyll Estimation
Blix, Katalin; Camps-Valls, Gustau; Jenssen, Robert
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
1939-1404 (2017)
DOI /
10.1109/jstars.2016.2641583
Mentions
3
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0
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0
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Article
Efficient Nonlinear RX Anomaly Detectors
Padron Hidalgo, Jose A.; Perez-Suay, Adrian; Nar, Fatih; Camps-Valls, Gustau
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
1545-598X (2021)
DOI /
10.1109/lgrs.2020.2970582
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4
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0
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0
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Editorial Material
Foreword to the Special Issue on IGARSS 2018
Moreno, Jose; Antonio Sobrino, Jose; Camps-Valls, Gustau
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
1939-1404 (2019)
DOI /
10.1109/jstars.2019.2929643
Bronze
Mentions
1
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0
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0
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Article
Gradient-Based Automatic Lookup Table Generator for Radiative Transfer Models
Vicent Servera, Jorge; Alonso, Luis; Martino, Luca; Sabater, Neus; Verrelst, Jochem; Camps-Valls, Gustau; Moreno, Jose
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
0196-2892 (2019)
DOI /
10.1109/tgrs.2018.2864517
Green submitted
Mentions
3
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0
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Article
Emulation as an Accurate Alternative to Interpolation in Sampling Radiative Transfer Codes
Vicent, Jorge; Verrelst, Jochem; Pablo Rivera-Caicedo, Juan; Sabater, Neus; Munoz-Mari, Jordi; Camps-Valls, Gustau; Moreno, Jose
IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING
1939-1404 (2018)
DOI /
10.1109/jstars.2018.2875330
Green submitted
Mentions
4
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0
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0
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0
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Article
Remote Sensing Image Classification With Large-Scale Gaussian Processes
Morales-Alvarez, Pablo; Perez-Suay, Adrian; Molina, Rafael; Camps-Valls, Gustau
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
0196-2892 (2018)
DOI /
10.1109/tgrs.2017.2758922
Green submitted
Mentions
1
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0
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0
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0
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Article
Optimized Kernel Entropy Components
Izquierdo-Verdiguier, Emma; Laparra, Valero; Jenssen, Robert; Gomez-Chova, Luis; Camps-Valls, Gustau
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
2162-237X (2017)
DOI /
10.1109/tnnls.2016.2530403
Green submitted
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2
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0
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0
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Article
Gaussian processes retrieval of LAI from Sentinel-2 top-of-atmosphere radiance data
Estevez, Jose; Vicent, Jorge; Pablo Rivera-Caicedo, Juan; Morcillo-Pallares, Pablo; Vuolo, Francesco; Sabater, Neus; Camps-Valls, Gustau; Moreno, Jose; Verrelst, Jochem
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
0924-2716 (2020)
DOI /
10.1016/j.isprsjprs.2020.07.004
Green submitted
Mentions
2
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0
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0
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0
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Article
Statistical retrieval of atmospheric profiles with deep convolutional neural networks
Mahngren-Hansen, David; Laparra, Valero; Nielsen, Allan Aasbjerg; Camps-Valls, Gustau
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
0924-2716 (2019)
DOI /
10.1016/j.isprsjprs.2019.10.002
Mentions
1
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0
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0
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0
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Article
Deep Gaussian processes for biogeophysical parameter retrieval and model inversion
Svendsen, Daniel Heestermans; Morales-Alvarez, Pablo; Belen Ruesca, Ana; Molina, Rafael; Camps-Valls, Gustau
ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
0924-2716 (2020)
DOI /
10.1016/j.isprsjprs.2020.04.014
Green published, Green submitted, Hybrid
Mentions
1
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0
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0
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Article
Activities of the IEEE GRSS Spain Chapter
Marcello, Javier; Piles, Maria; Camps-Valls, Gustau; Lopez-Martinez, Carlos; Luis Alvarez-Perez, Jose; Plaza, Antonio
IEEE GEOSCIENCE AND REMOTE SENSING MAGAZINE
2473-2397 (2019)
DOI /
10.1109/mgrs.2019.2911368
Bronze
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1
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0
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0
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Article
Nonlinear Time-Series Adaptation for Land Cover Classification
Bailly, Adeline; Chapel, Laetitia; Tavenard, Romain; Camps-Valls, Gustau
IEEE GEOSCIENCE AND REMOTE SENSING LETTERS
1545-598X (2017)
DOI /
10.1109/lgrs.2017.2686639
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1
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0
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0
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Article
Deep importance sampling based on regression for model inversion and emulation
Llorente, F.; Martino, L.; Delgado-Gomez, D.; Camps-Valls, G.
DIGITAL SIGNAL PROCESSING
1051-2004 (2021)
DOI /
10.1016/j.dsp.2021.103104
Green submitted
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1
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0
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Article
Estimating crop primary productivity with Sentinel-2 and Landsat 8 using machine learning methods trained with radiative transfer simulations
Wolanin, Aleksandra; Camps-Valls, Gustau; Gomez-Chova, Luis; Mateo-Garcia, Gonzalo; van der Tol, Christiaan; Zhang, Yongguang; Guanter, Luis
REMOTE SENSING OF ENVIRONMENT
0034-4257 (2019)
DOI /
10.1016/j.rse.2019.03.002
Mentions
3
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0
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0
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Fusing optical and SAR time series for LAI gap filling with multioutput Gaussian processes
Pipia, Luca; Munoz-Mari, Jordi; Amin, Eatidal; Belda, Santiago; Camps-Valls, Gustau; Verrelst, Jochem
REMOTE SENSING OF ENVIRONMENT
0034-4257 (2019)
DOI /
10.1016/j.rse.2019.111452
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2
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0
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Exploitation of SAR and Optical Sentinel Data to Detect Rice Crop and Estimate Seasonal Dynamics of Leaf Area Index
Campos-Taberner, Manuel; Javier Garcia-Haro, Francisco; Camps-Valls, Gustau; Grau-Muedra, Goncal; Nutini, Francesco; Busetto, Lorenzo; Katsantonis, Dimitrios; Stavrakoudis, Dimitris; Minakou, Chara; Gatti, Luca; Barbieri, Massimo; Holecz, Francesco; Stropp
REMOTE SENSING
(2017)
DOI /
10.3390/rs9030248
Green submitted, Gold