• DocumentCode
    390558
  • Title

    A robust cepstrum-based algorithm for image registration using projections

  • Author

    Sarnel, Haldun

  • Author_Institution
    Electr. & Electron. Eng. Dept., Dokuz Eylul Univ., Izmir, Turkey
  • Volume
    1
  • fYear
    2002
  • fDate
    26-30 Aug. 2002
  • Firstpage
    813
  • Abstract
    The 2D phase correlation and the 2D cepstrum technique are known as two solutions to the translation-based image registration problem. However, both methods have a large computational load. Satisfactory results were obtained in a smaller translation range by applying phase correlations to the 1D projections of images to reduce the computational load (Alliney, S. and Morandi, C., 1986). The paper presents a new algorithm based on applying the cepstrum technique to image projections in a similar way. An enhanced cepstrum technique is developed by subtracting the cepstrum of the projection differences from the cepstrum of the projection additions. A superior performance compared to that of the 1D phase correlation can be obtained by whitening the power spectrum by the square-root instead of the logarithm and using a high-pass filter afterwards. The algorithm yields larger translation ranges in registering noisy images and remarkably outperforms the phase correlation method in the case of different degrees of blurring between images.
  • Keywords
    Fourier transforms; cepstral analysis; computational complexity; high-pass filters; image registration; random noise; 1D projections; 2D cepstrum technique; 2D phase correlation; computational load; high-pass filter; image blurring; image registration; noisy images; Cepstrum; Costs; Filters; Fourier transforms; Hardware; Image registration; Lighting; Phase noise; Robustness; Wideband;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing, 2002 6th International Conference on
  • Print_ISBN
    0-7803-7488-6
  • Type

    conf

  • DOI
    10.1109/ICOSP.2002.1181180
  • Filename
    1181180