Understanding deep learning in land use classification based on Sentinel-2 time series M Campos-Taberner, FJ García-Haro, B Martínez, E Izquierdo-Verdiguier, ... Scientific reports 10 (1), 17188, 2020 | 180 | 2020 |
Machine learning information fusion in Earth observation: A comprehensive review of methods, applications and data sources S Salcedo-Sanz, P Ghamisi, M Piles, M Werner, L Cuadra, ... Information Fusion 63, 256-272, 2020 | 179 | 2020 |
An evaluation of Guided Regularized Random Forest for classification and regression tasks in remote sensing E Izquierdo-Verdiguier, R Zurita-Milla International Journal of Applied Earth Observation and Geoinformation 88, 102051, 2020 | 121 | 2020 |
Multispectral high resolution sensor fusion for smoothing and gap-filling in the cloud Á Moreno-Martínez, E Izquierdo-Verdiguier, MP Maneta, G Camps-Valls, ... Remote Sensing of Environment 247, 111901, 2020 | 98 | 2020 |
A cloud-based multi-temporal ensemble classifier to map smallholder farming systems R Aguilar, R Zurita-Milla, E Izquierdo-Verdiguier, R A. de By Remote sensing 10 (5), 729, 2018 | 87 | 2018 |
Remote sensing applications in sugarcane cultivation: A review J Som-Ard, C Atzberger, E Izquierdo-Verdiguier, F Vuolo, M Immitzer Remote sensing 13 (20), 4040, 2021 | 72 | 2021 |
Encoding invariances in remote sensing image classification with SVM E Izquierdo-Verdiguier, V Laparra, L Gomez-Chova, G Camps-Valls IEEE Geoscience and Remote Sensing Letters 10 (5), 981-985, 2012 | 59 | 2012 |
Evaluating the performance of a random forest kernel for land cover classification A Zafari, R Zurita-Milla, E Izquierdo-Verdiguier Remote sensing 11 (5), 575, 2019 | 58 | 2019 |
Detecting geothermal anomalies and evaluating LST geothermal component by combining thermal remote sensing time series and land surface model data M Romaguera, RG Vaughan, J Ettema, E Izquierdo-Verdiguier, ... Remote Sensing of Environment 204, 534-552, 2018 | 55 | 2018 |
Semisupervised kernel feature extraction for remote sensing image analysis E Izquierdo-Verdiguier, L Gomez-Chova, L Bruzzone, G Camps-Valls IEEE transactions on geoscience and remote sensing 52 (9), 5567-5578, 2014 | 48 | 2014 |
Land cover classification of VHR airborne images for citrus grove identification JA López, EI Verdiguier, LG Chova, JM Marí, JZR Barreiro, GC Valls, ... ISPRS journal of photogrammetry and remote sensing 66 (1), 115-123, 2011 | 38 | 2011 |
Comparison of harmonic analysis of time series (HANTS) and multi-singular spectrum analysis (M-SSA) in reconstruction of long-gap missing data in NDVI time series HR Ghafarian Malamiri, H Zare, I Rousta, H Olafsson, ... Remote Sensing 12 (17), 2747, 2020 | 30 | 2020 |
Growing stock volume from multi-temporal landsat imagery through google earth engine S Sanchez-Ruiz, A Moreno-Martinez, E Izquierdo-Verdiguier, M Chiesi, ... International Journal of Applied Earth Observation and Geoinformation 83, 101913, 2019 | 28 | 2019 |
Triclustering georeferenced time series for analyzing patterns of intra-annual variability in temperature X Wu, R Zurita-Milla, E Izquierdo Verdiguier, MJ Kraak Annals of the American Association of Geographers 108 (1), 71-87, 2018 | 27 | 2018 |
Development and analysis of spring plant phenology products: 36 years of 1-km grids over the conterminous US E Izquierdo-Verdiguier, R Zurita-Milla, TR Ault, MD Schwartz Agricultural and forest meteorology 262, 34-41, 2018 | 24 | 2018 |
Land cover classification using extremely randomized trees: A kernel perspective A Zafari, R Zurita-Milla, E Izquierdo-Verdiguier IEEE geoscience and remote sensing letters 17 (10), 1702-1706, 2019 | 23 | 2019 |
Spectral clustering with the probabilistic cluster kernel E Izquierdo-Verdiguier, R Jenssen, L Gómez-Chova, G Camps-Valls Neurocomputing 149, 1299-1304, 2015 | 23 | 2015 |
Optimized kernel entropy components E Izquierdo-Verdiguier, V Laparra, R Jenssen, L Gómez-Chova, ... IEEE transactions on neural networks and learning systems 28 (6), 1466-1472, 2016 | 22 | 2016 |
A multiscale random forest kernel for land cover classification A Zafari, R Zurita-Milla, E Izquierdo-Verdiguier IEEE Journal of selected topics in applied earth observations and remote …, 2020 | 16 | 2020 |
Identifying crops in smallholder farms using time series of WorldView-2 images R Zurita-Milla, E Izquierdo-Verdiguier, RA de By 2017 9th International Workshop on the Analysis of Multitemporal Remote …, 2017 | 14 | 2017 |