• DocumentCode
    1990357
  • Title

    Medical Image Retrieval Based on Bidimensional Empirical Mode Decomposition

  • Author

    Liu, Wei ; Xu, Weidong ; Li, Lihua

  • Author_Institution
    Hangzhou Dianzi Univ., Hangzhou
  • fYear
    2007
  • fDate
    14-17 Oct. 2007
  • Firstpage
    641
  • Lastpage
    646
  • Abstract
    An approach of medical image decomposition and texture feature extraction based on the bidimensional empirical mode decomposition(BEMD), which can decompose the image into a set of functions denoted intrinsic mode functions (IMF) and a residue, was presented. Features extracted were the mean and standard deviation of the amplitude matrix, phase matrix and instantaneous frequency matrix of the IMFs and their Hilbert transformations. The extracted features were used for medical image retrieval. Moreover, according to the spatial relationship between local extrema points, a new boundary processing method based on clustering algorithm was proposed. In order to evaluate the proposed BEMD-based feature, we also presented a new multiscale fractal dimension feature. Preliminary comparison experimental results showed that the retrieval results of the BEMD-based feature were encouraged.
  • Keywords
    Hilbert transforms; fractals; medical image processing; Hilbert transformations; amplitude matrix; bidimensional empirical mode decomposition; boundary processing method; clustering algorithm; instantaneous frequency matrix; intrinsic mode functions; medical image decomposition; medical image retrieval; multiscale fractal dimension feature; phase matrix; texture feature extraction; Biomedical imaging; Clustering algorithms; Data mining; Feature extraction; Fractals; Image databases; Image retrieval; Information retrieval; Matrix decomposition; Spatial databases; bidimensional empirical mode decomposition; boundary processing; content-based medical image retrieval; texture analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and Bioengineering, 2007. BIBE 2007. Proceedings of the 7th IEEE International Conference on
  • Conference_Location
    Boston, MA
  • Print_ISBN
    978-1-4244-1509-0
  • Type

    conf

  • DOI
    10.1109/BIBE.2007.4375628
  • Filename
    4375628