Search results for "scene simulation"

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

2019

Collection of spectroradiometric measurements with associated biophysical variables is an essential part of the development and validation of optical remote sensing vegetation products. However, their quality can only be assessed in the subsequent analysis, and often there is a need for collecting extra data, e.g., to fill in gaps. To generate empirical-like surface reflectance data of vegetated surfaces, we propose to exploit emulation, i.e., reconstruction of spectral measurements through statistical learning. We evaluated emulation against classical interpolation methods using an empirical field dataset with associated hyperspectral spaceborne CHRIS and airborne HyMap reflectance spectra…

Emulationspectroscopy010504 meteorology & atmospheric sciencesComputer scienceScienceQ0211 other engineering and technologiesHyperspectral imagingemulation02 engineering and technology01 natural sciencesReflectivityinterpolationData cubemachine learningscene simulationGeneral Earth and Planetary Sciencesemulation; machine learning; interpolation; spectroscopy; scene simulationSpectral resolutionSpectroscopyHyMap021101 geological & geomatics engineering0105 earth and related environmental sciencesRemote sensingInterpolationRemote Sensing
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