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A Fast Parallel Hyperspectral Coded Aperture Algorithm for Compressive Sensing Using OpenCL

Garcia, S. B. G. ; Martin, G. Martin ; Nascimento, J. ; Bioucas-Dias, J. ; Plaza, A. ; , ; ,

A Fast Parallel Hyperspectral Coded Aperture Algorithm for Compressive Sensing Using OpenCL, Proc International Conf. on Computer as a Tool - Eurocon, Salamanca, Spain, Vol. --, pp. -- - --, September, 2015.

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Abstract
In this paper, we develop a fast implementation of an hyperspectral coded aperture (HYCA) algorithm on different platforms using OpenCL, an open standard for parallel programing on heterogeneous systems, which includes a wide variety of devices, from dense multicore systems from major manufactures such as Intel or ARM to new accelerators such as graphics processing units (GPUs), field programmable gate arrays (FPGAs), the Intel Xeon Phi and other custom devices. Our proposed implementation of HYCA significantly reduces its computational cost. Our experiments have been conducted using simulated data and reveal considerable acceleration factors. This kind of implementations with the same descriptive language on different architectures are very important in order to really calibrate the possibility of using heterogeneous platforms for efficient hyperspectral imaging processing in real remote sensing missions.