• DocumentCode
    3644982
  • Title

    Merged MPEG-7 visual descriptors for image classification

  • Author

    Stevica S. Cvetković;Saša V. Nikolić

  • Author_Institution
    University of Niš
  • Volume
    1
  • fYear
    2011
  • Firstpage
    345
  • Lastpage
    348
  • Abstract
    In this paper we investigated how merging of MPEG-7 visual descriptors can improve accuracy of image classification systems. Combination of MPEG-7 Colour Layout Descriptor (CLD) and Edge Histogram Descriptor (EHD) was used to extract features for input into multiclass Support Vector Machine (SVM) classifier. SVM classifier was trained and evaluated on a standard test database of 1000 images classified into 10 categories. Achieved accuracy for merged descriptors has shown significant improvement compared to the results when CLD and EHD descriptors were used independently.
  • Keywords
    "Image color analysis","Image edge detection","Support vector machines","Transform coding","Feature extraction","Histograms","Image classification"
  • Publisher
    ieee
  • Conference_Titel
    Telecommunication in Modern Satellite Cable and Broadcasting Services (TELSIKS), 2011 10th International Conference on
  • Print_ISBN
    978-1-4577-2018-5
  • Type

    conf

  • DOI
    10.1109/TELSKS.2011.6112067
  • Filename
    6112067