Neural Network Emulation of Synthetic Hyperspectral Sentinel-2-Like Imagery With Uncertainty

Quantifying uncertainty in high resolution biophysical variable retrieval with machine learning

(2022) Laura Martínez-Ferrer et al.   REMOTE SENSING OF ENVIRONMENT

Current and near-term advances in Earth observation for ecological applications

(2021) Susan L. Ustin et al.   Ecological Processes

Field spectroscopy of canopy nitrogen concentration in temperate grasslands using a convolutional neural network

(2021) R.R. Pullanagari et al.   REMOTE SENSING OF ENVIRONMENT

Mapping landscape canopy nitrogen content from space using PRISMA data

(2021) Jochem Verrelst et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Systematic Assessment of MODTRAN Emulators for Atmospheric Correction

(2021) Jorge Vicent Servera et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Assessing Non-Photosynthetic Cropland Biomass from Spaceborne Hyperspectral Imagery

(2021) Katja Berger et al.   Remote Sensing

Emulation of Sun-Induced Fluorescence from Radiance Data Recorded by the HyPlant Airborne Imaging Spectrometer

(2021) Miguel Morata et al.   Remote Sensing

Meta-XGBoost for Hyperspectral Image Classification Using Extended MSER-Guided Morphological Profiles

(2020) Alim Samat et al.   Remote Sensing

A Comprehensive Analysis of Deep Regression

(2020) Stephane Lathuiliere et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Spectral Superresolution of Multispectral Imagery With Joint Sparse and Low-Rank Learning

(2020) Lianru Gao et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Approximating Empirical Surface Reflectance Data through Emulation: Opportunities for Synthetic Scene Generation

(2019) Jochem Verrelst et al.   Remote Sensing

Analysis of Two Dimensionality Reduction Techniques for Fast Simulation of the Spectral Radiances in the Hartley-Huggins Band

(2019) Ana del Águila et al.   Atmosphere

Comparison of Methods for Modeling Fractional Cover Using Simulated Satellite Hyperspectral Imager Spectra

(2019) Philip E. Dennison et al.   Remote Sensing

The High-Performance Airborne Imaging Spectrometer HyPlant—From Raw Images to Top-of-Canopy Reflectance and Fluorescence Products: Introduction of an Automatized Processing Chain

(2019) Bastian Siegmann et al.   Remote Sensing

Mapping foliar functional traits and their uncertainties across three years in a grassland experiment

(2018) Zhihui Wang et al.   REMOTE SENSING OF ENVIRONMENT

Randomized kernels for large scale Earth observation applications

(2017) Adrián Pérez-Suay et al.   REMOTE SENSING OF ENVIRONMENT

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

(2017) Jochem Verrelst et al.   Remote Sensing

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

(2016) Jochem Verrelst et al.   Remote Sensing

Efficient Emulation of Radiative Transfer Codes Using Gaussian Processes and Application to Land Surface Parameter Inferences

(2016) José Gómez-Dans et al.   Remote Sensing

Optical remote sensing and the retrieval of terrestrial vegetation bio-geophysical properties – A review

(2015) Jochem Verrelst et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Deep learning

(2015) Yann LeCun et al.   NATURE

An Emulator Toolbox to Approximate Radiative Transfer Models with Statistical Learning

(2015) Juan Rivera et al.   Remote Sensing

Deep Learning-Based Classification of Hyperspectral Data

(2014) Yushi Chen et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Mapping Vegetation Density in a Heterogeneous River Floodplain Ecosystem Using Pointable CHRIS/PROBA Data

(2012) Jochem Verrelst et al.   Remote Sensing