• DocumentCode
    3490153
  • Title

    A multi-modal automatic image registration technique based on complex wavelets

  • Author

    Ghantous, Milad ; Ghosh, Somik ; Bayoumi, Magdy

  • Author_Institution
    Center for Adv. Comput. Studies, Univ. of Louisiana at Lafayette, Lafayette, LA, USA
  • fYear
    2009
  • fDate
    7-10 Nov. 2009
  • Firstpage
    173
  • Lastpage
    176
  • Abstract
    Image registration is considered one of the most fundamental and crucial pre-processing tasks in digital imaging. This paper describes a fast multimodal automatic image registration algorithm that handles the alignment of IR and visible images. A multiresolution approach based on dual tree-complex wavelet transform is employed to speed up the process. At the coarsest level, an accurate registration estimate for higher levels is achieved, using edge detection and cross correlation. Mutual information, on the other hand, is applied at higher levels as a matching criterion applied to the six orientation bands of the complex wavelet. The process is completely automatic, and was tested on several sets of synthetic and real data. Experimental results show that the proposed technique exhibits better accuracy than DWT-based algorithms for uni and multi-modal cases.
  • Keywords
    correlation methods; edge detection; image fusion; image registration; image resolution; trees (mathematics); wavelet transforms; IR images; cross correlation; digital imaging; dual tree-complex wavelet transform; edge detection; image fusion; multimodal automatic image registration technique; multiresolution approach; visible images; Computer vision; Humans; Image analysis; Image edge detection; Image fusion; Image registration; Image sensors; Multimodal sensors; Mutual information; Wavelet transforms; Complex Wavelet Transform; Image Fusion; Image Registration; Multiresolution processing; Mutual Information;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2009 16th IEEE International Conference on
  • Conference_Location
    Cairo
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-5653-6
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2009.5414196
  • Filename
    5414196