DocumentCode :
1293250
Title :
Efficient Hardware Accelerators for the Computation of Tchebichef Moments
Author :
Chang, Kah-Hyong ; Paramesran, Raveendran ; Asli, Barmak Honarvar Shakibaei ; Lim, Chern-Loon
Author_Institution :
Dept. of Electr. Eng., Univ. of Malaya, Kuala Lumpur, Malaysia
Volume :
22
Issue :
3
fYear :
2012
fDate :
3/1/2012 12:00:00 AM
Firstpage :
414
Lastpage :
425
Abstract :
Moments extraction from high resolution images in real time may require a large amount of hardware resources. Using a direct method may involve a critically high operating frequency. This paper presents two improved digital-filter based moment accelerators, as exemplified by a Tchebichef moments computation engine, to introduce features that contribute to an area-efficient and timing-efficient accelerator design. The design of the accelerators invariably consists of two on-chip units: the digital Alter and the matrix multiplication units. Among the features introduced are: a data-shifting means, a filter load distribution method, a reduced set of column filters, sectioned left shifters, a double-line buffer, time-multiplexed and pipelined matrix multiplication sections, and multichip amenable features. A total of 98 frames of test data from high definition videos, real and synthetic images are used in the functional tests. The single-chip field-programmable gate array implementation results show the successful realizations of accelerators capable of moment computations of (31, 31) orders, at 50 frames of 1920 × 1080 8-bit pixels per second, and (63, 63) orders, at 30 frames of 512 × 512 pixels per second. These performances have exceeded that of existing multichip and multiplatform designs.
Keywords :
Chebyshev filters; digital filters; field programmable gate arrays; image processing; Tchebichef moments; data-shifting; digital-filter based moment accelerators; efficient hardware accelerators; high resolution images; single-chip field-programmable gate array; synthetic images; Clocks; Delay; Digital filters; Random access memory; Real time systems; Spatial resolution; Accelerator architectures; digital filters; large dynamic range; moment methods;
fLanguage :
English
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on
Publisher :
ieee
ISSN :
1051-8215
Type :
jour
DOI :
10.1109/TCSVT.2011.2163980
Filename :
5978210
Link To Document :
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