Publications by the researcher in collaboration with MANUEL CAMPOS TABERNER (31)

2023

  1. Estimation of vegetation traits with kernel NDVI

    ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 195, pp. 408-417

  2. 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

  1. Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning

    Remote Sensing of Environment, Vol. 280

  2. Retrieval of Physical Parameters With Deep Structured Kernel Regression

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 60

2021

  1. A unified vegetation index for quantifying the terrestrial biosphere

    Science Advances, Vol. 7, Núm. 9

  2. 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

  1. A global canopy water content product from AVHRR/Metop

    ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 162, pp. 77-93

  2. Machine learning methods for spatial and temporal parameter estimation

    Advances in Computer Vision and Pattern Recognition (Springer), pp. 5-35

  3. Understanding deep learning in land use classification based on Sentinel-2 time series

    Scientific Reports, Vol. 10, Núm. 1

2018

  1. 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

  2. Derivation of global vegetation biophysical parameters from EUMETSAT Polar System

    ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 139, pp. 57-74

  3. GAP FILLING OF BIOPHYSICAL PARAMETER TIME SERIES WITH MULTI-OUTPUT GAUSSIAN PROCESSES

    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM

  4. GENERATION OF GLOBAL VEGETATION PRODUCTS FROM EUMETSAT AVHRR/METOP SATELLITES

    IGARSS 2018 - 2018 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM

  5. Gap filling of biophysical parameter time series with multi-output Gaussian Processes

    International Geoscience and Remote Sensing Symposium (IGARSS)

  6. Generation of global vegetation products from EUMETSAT AVHRR/METOP satellites

    International Geoscience and Remote Sensing Symposium (IGARSS)

  7. Global estimation of biophysical variables from Google Earth Engine platform

    Remote Sensing, Vol. 10, Núm. 8

  8. Joint Gaussian Processes for Biophysical Parameter Retrieval

    IEEE Transactions on Geoscience and Remote Sensing, Vol. 56, Núm. 3, pp. 1718-1727

  9. Physics-aware Gaussian processes in remote sensing

    Applied Soft Computing Journal, Vol. 68, pp. 69-82

2017

  1. 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

  2. HyperLabelMe : A Web Platform for Benchmarking Remote-Sensing Image Classifiers

    IEEE Geoscience and Remote Sensing Magazine, Vol. 5, Núm. 4, pp. 79-85