• 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