DocumentCode :
2908825
Title :
FPGA Design of an Automatic Target Generation Process for Hyperspectral Image Analysis
Author :
Bernabé, Sergio ; López, Sebastián ; Plaza, Antonio ; Sarmiento, Roberto ; Rodríguez, Pablo García
Author_Institution :
Dept. of Technol. of Comput. & Commun., Univ. of Extremadura, Caceres, Spain
fYear :
2011
fDate :
7-9 Dec. 2011
Firstpage :
1010
Lastpage :
1015
Abstract :
Onboard processing of remotely sensed hyper spectral data is a highly desirable goal in many applications. For this purpose, compact reconfigurable hardware modules such as field programmable gate arrays (FPGAs) are widely used. In this paper, we develop a new implementation of an automatic target generation process (ATGP) for hyper spectral images. Our implementation is based on a design methodology that starts from a high-level description in Matlab (or alternative C/C++) and obtains a register transfer level (RTL) description that can be ported to FPGAs. In order to validate our new implementation, we develop a quantitative and comparative study using two different FPGA architectures: Xilinx Virtex-5 and Altera Stratix-III Altera. Experimental results have been obtained in the context of a real application focused on the detection of mineral components over the Cup rite mining district (Nevada), using hyper spectral data collected by NASA´s Airborne Visible Infra-Red Imaging Spectrometer (AVIRIS). Our experimental results indicate that the proposed implementation can achieve peak frequency designs above 200MHz in the considered FPGAs, in addition to satisfactory results in terms of target detection accuracy and parallel performance. This represents a step forward towards the design of real-time onboard implementations of hyper spectral image analysis algorithms.
Keywords :
field programmable gate arrays; mineral processing industry; object detection; spectra; Altera Stratix-III FPGA; Cup rite mining district; FPGA design; Matlab; Nevada; Xilinx Virtex-5 FPGA; airborne visible infra-red imaging spectrometer; automatic target generation process; field programmable gate array; hyperspectral image analysis; mineral component detection; reconfigurable hardware module; register transfer level; target detection; Algorithm design and analysis; Field programmable gate arrays; Hardware; Hyperspectral imaging; Image analysis; Vectors; Hyperspectral image analysis; field programmable gate arrays (FPGAs); target detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Parallel and Distributed Systems (ICPADS), 2011 IEEE 17th International Conference on
Conference_Location :
Tainan
ISSN :
1521-9097
Print_ISBN :
978-1-4577-1875-5
Type :
conf
DOI :
10.1109/ICPADS.2011.64
Filename :
6121396
Link To Document :
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