• DocumentCode
    3268406
  • Title

    Comparison of different feature extraction techniques in content-based image retrieval for CT brain images

  • Author

    Ahmad, Wan Siti Halimatul Munirah Wan ; Fauzi, Mohammad Faizal Ahmad

  • Author_Institution
    Fac. of Eng., Multimedia Univ., Cyberjaya
  • fYear
    2008
  • fDate
    8-10 Oct. 2008
  • Firstpage
    503
  • Lastpage
    508
  • Abstract
    Content-based image retrieval (CBIR) system helps users retrieve relevant images based on their contents. A reliable content-based feature extraction technique is therefore required to effectively extract most of the information from the images. These important elements include texture, colour, intensity or shape of the object inside an image. CBIR, when used in medical applications, can help medical experts in their diagnosis such as retrieving similar kind of disease and patientpsilas progress monitoring. In this paper, several feature extraction techniques are explored to see their effectiveness in retrieving medical images. The techniques are Gabor transform, discrete wavelet frame, Hu moment invariants, Fourier descriptor, gray level histogram and gray level coherence vector. Experiments are conducted on 3,032 CT images of human brain and promising results are reported.
  • Keywords
    Fourier transforms; brain; computerised tomography; content-based retrieval; diagnostic radiography; discrete wavelet transforms; feature extraction; image colour analysis; image retrieval; image texture; medical image processing; neurophysiology; CBIR; CT brain image; Fourier descriptor; Gabor transform; Hu moment invariant; content-based image retrieval; discrete wavelet frame; disease; feature extraction; gray level coherence vector; gray level histogram; image colour analysis; image texture; medical diagnosis; patient progress monitoring; Biomedical imaging; Brain; Computed tomography; Content based retrieval; Data mining; Discrete wavelet transforms; Feature extraction; Image retrieval; Medical diagnostic imaging; Shape;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia Signal Processing, 2008 IEEE 10th Workshop on
  • Conference_Location
    Cairns, Qld
  • Print_ISBN
    978-1-4244-2294-4
  • Electronic_ISBN
    978-1-4244-2295-1
  • Type

    conf

  • DOI
    10.1109/MMSP.2008.4665130
  • Filename
    4665130