• DocumentCode
    1245029
  • Title

    Analysis of singularities from modulus maxima of complex wavelets

  • Author

    Tu, Chun-Liang ; Hwang, Wen-Liang ; Ho, Jinn

  • Author_Institution
    Comput. & Commun. Res. Labs., Taiwan
  • Volume
    51
  • Issue
    3
  • fYear
    2005
  • fDate
    3/1/2005 12:00:00 AM
  • Firstpage
    1049
  • Lastpage
    1062
  • Abstract
    Complex-valued wavelets are normally used to measure instantaneous frequencies, while real wavelets are normally used to detect singularities. We prove that the wavelet modulus maxima with a complex-valued wavelet can detect and characterize singularities. This is an extension of the previous wavelet work of Mallat and Hwang on modulus maxima using a real wavelet. With this extension, we can simultaneously detect instantaneous frequencies and singularities from the wavelet modulus maxima of a complex-valued wavelet. Some results of singularity detection with the modulus maxima from a real wavelet and an analytic complex-valued wavelet are compared. We also demonstrate that singularity detection methods can be employed to detect the corners of a planar object.
  • Keywords
    signal detection; wavelet transforms; continuous wavelet transform; corner detection; instantaneous frequency; planar object; real wavelet; singularity detection; wavelet modulus maxima; Analytical models; Continuous wavelet transforms; Frequency measurement; Image analysis; Object detection; Phase detection; Problem-solving; Signal analysis; Wavelet analysis; Wavelet transforms; Continuous wavelet transform; corner detection; singularity; wavelet modulus maxima;
  • fLanguage
    English
  • Journal_Title
    Information Theory, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9448
  • Type

    jour

  • DOI
    10.1109/TIT.2004.842706
  • Filename
    1397940