MANUEL
CAMPOS TABERNER
AYUDANTE DOCTOR/A
GUSTAU
CAMPS VALLS
CATEDRÁTICO/A DE UNIVERSIDAD
Publicaciones en las que colabora con GUSTAU CAMPS VALLS (31)
2023
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Estimation of vegetation traits with kernel NDVI
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 195, pp. 408-417
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Land use classification over smallholding areas in the European Common Agricultural Policy framework
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 197, pp. 320-334
2022
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Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning
Remote Sensing of Environment, Vol. 280
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Retrieval of Physical Parameters With Deep Structured Kernel Regression
IEEE Transactions on Geoscience and Remote Sensing, Vol. 60
2021
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A unified vegetation index for quantifying the terrestrial biosphere
Science Advances, Vol. 7, Núm. 9
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Learning unsupervised feature representations of remote sensing data with sparse convolutional networks
Deep Learning for the Earth Sciences: A Comprehensive Approach to Remote Sensing, Climate Science and Geosciences (wiley), pp. 15-23
2020
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A global canopy water content product from AVHRR/Metop
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 162, pp. 77-93
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Machine learning methods for spatial and temporal parameter estimation
Advances in Computer Vision and Pattern Recognition (Springer), pp. 5-35
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Understanding deep learning in land use classification based on Sentinel-2 time series
Scientific Reports, Vol. 10, Núm. 1
2018
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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
Remote Sensing, Vol. 10, Núm. 5
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Derivation of global vegetation biophysical parameters from EUMETSAT Polar System
ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 139, pp. 57-74
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GAP FILLING OF BIOPHYSICAL PARAMETER TIME SERIES WITH MULTI-OUTPUT GAUSSIAN PROCESSES
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM
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GENERATION OF GLOBAL VEGETATION PRODUCTS FROM EUMETSAT AVHRR/METOP SATELLITES
IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM
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Gap filling of biophysical parameter time series with multi-output Gaussian Processes
International Geoscience and Remote Sensing Symposium (IGARSS)
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Generation of global vegetation products from EUMETSAT AVHRR/METOP satellites
International Geoscience and Remote Sensing Symposium (IGARSS)
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Global estimation of biophysical variables from Google Earth Engine platform
Remote Sensing, Vol. 10, Núm. 8
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Joint Gaussian Processes for Biophysical Parameter Retrieval
IEEE Transactions on Geoscience and Remote Sensing, Vol. 56, Núm. 3, pp. 1718-1727
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Physics-aware Gaussian processes in remote sensing
Applied Soft Computing Journal, Vol. 68, pp. 69-82
2017
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Exploitation of SAR and optical sentinel data to detect rice crop and estimate seasonal dynamics of leaf area index
Remote Sensing, Vol. 9, Núm. 3
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HyperLabelMe : A Web Platform for Benchmarking Remote-Sensing Image Classifiers
IEEE Geoscience and Remote Sensing Magazine, Vol. 5, Núm. 4, pp. 79-85