DocumentCode :
3437667
Title :
SPAA-Aware 2D Gaussian Smoothing Filter Design Using Efficient Approximation Techniques
Author :
Jaiswal, A. ; Garg, B. ; Kaushal, V. ; Sharma, G.K.
Author_Institution :
ABV-Indian Inst. of Inf. Technol. & Manage., Gwalior, India
fYear :
2015
fDate :
3-7 Jan. 2015
Firstpage :
333
Lastpage :
338
Abstract :
The limited battery lifetime and rapidly increasing functionality of portable multimedia devices demand energy-efficient designs. The filters employed mainly in these devices are based on Gaussian smoothing, which is slow and, severely affects the performance. In this paper, we propose a novel energy-efficient approximate 2D Gaussian smoothing filter (2D-GSF) architecture by exploiting "nearest pixel approximation" and rounding-off Gaussian kernel coefficients. The proposed architecture significantly improves Speed-Power-Area-Accuracy (SPAA) metrics in designing energy-efficient filters. The efficacy of the proposed approximate 2D-GSF is demonstrated on real application such as edge detection. The simulation results show 72%, 79% and 76% reduction in area, power and delay, respectively with acceptable 0.4dB loss in PSNR as compared to the well-known approximate 2D-GSF.
Keywords :
Gaussian processes; approximation theory; edge detection; smoothing methods; SPAA metric; SPAA-aware 2D Gaussian smoothing filter design; approximation technique; edge detection; energy-efficient approximate 2D GSF architecture; energy-efficient approximate 2D Gaussian smoothing filter architecture; energy-efficient designs; limited battery lifetime; nearest pixel approximation; portable multimedia devices; rounding-off Gaussian kernel coefficient; speed-power-area-accuracy; Adders; Approximation methods; Complexity theory; Computer architecture; Image edge detection; Kernel; Smoothing methods; Approximate design; Edge-detection; Energy-efficiency; Error Tolerant Applications; Gaussian Smoothing Filter;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
VLSI Design (VLSID), 2015 28th International Conference on
Conference_Location :
Bangalore
ISSN :
1063-9667
Type :
conf
DOI :
10.1109/VLSID.2015.62
Filename :
7031756
Link To Document :
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