• DocumentCode
    3110432
  • Title

    Noise-enhanced contrast stretching of dark images in SVD-DWT domain

  • Author

    Chouhan, Rajlaxmi ; Jha, Rakesh Kumar ; Biswas, Prabir Kumar

  • Author_Institution
    Indian Inst. of Technol. Kharagpur, Kharagpur, India
  • fYear
    2013
  • fDate
    13-15 Dec. 2013
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    A noise-enhanced contrast stretching algorithm for enhancement of dark images in SVD-DWT domain has been presented in this paper. A dark or low-contrast image is considered to be comprising a weak signal (information) and noise (due to insufficient illumination). Since singular values of an image represent luminance of independent image layers, the internal noise may be considered to be inherent in the singular values of the image, as well that of the wavelet approximation coefficients of a dark image. The singular values of the approximation coefficients are iteratively processed using the analogy of a double-well system exhibiting dynamic stochastic resonance (SR), where addition of noise is utilized to enhance system performance. Iteration is terminated with the criterion of target contrast and visual qualities. Comparison with other SR-based and non-SR based algorithms shows noteworthy performance of the algorithm in the SVD-DWT domain.
  • Keywords
    approximation theory; discrete wavelet transforms; image enhancement; iterative methods; singular value decomposition; SR; SVD-DWT domain; dark image enhancement; discrete wavelet transforms; double-well system; dynamic stochastic resonance; illumination; independent image layer luminance; internal noise; iterative process; low-contrast image; noise-enhanced contrast stretching algorithm; singular image values; singular value decomposition; system performance enhancement; target contrast criterion; visual quality criterion; wavelet approximation coefficients; weak signal; Approximation algorithms; Approximation methods; Discrete wavelet transforms; Image color analysis; Measurement; Noise; Stochastic resonance;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    India Conference (INDICON), 2013 Annual IEEE
  • Conference_Location
    Mumbai
  • Print_ISBN
    978-1-4799-2274-1
  • Type

    conf

  • DOI
    10.1109/INDCON.2013.6726000
  • Filename
    6726000