• DocumentCode
    707668
  • Title

    Analysis of video shot detection using Color Layout Descriptor and video summarization based on Expectation-Maximization Clustering

  • Author

    Majumdar, Jharna ; Santhosh Kumar, K.L. ; Venkatesh, G.M.

  • Author_Institution
    Dept. of CS&E (PG), Nitte Meenakshi Inst. of Technol., Bangalore, India
  • fYear
    2015
  • fDate
    3-4 March 2015
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    Video Shot Detection is used to determine the scene changes in the video. Video Summarization provides most informative frames to generate the abstract of the input video. In this paper, we have integrated both the concepts for the better outcome of the results. The Color Layout Descriptor and Expected-Maximization are used for the Video Shot Detection and Video summarization respectively. The output frames of Color Layout Descriptor are used as input for the Expected-Maximization Clustering method which provides the final summarized frames. The quality metric parameters such as Recall and Precision are used to evaluate the robustness of the key frame extraction strategy. Experimental results show that the proposed method provides better results compare to the existing methodologies.
  • Keywords
    expectation-maximisation algorithm; feature extraction; image colour analysis; pattern clustering; video signal processing; color layout descriptor; expectation-maximization clustering method; key frame extraction strategy; precision; quality metric parameters; recall; video shot detection; video summarization; Clustering algorithms; Discrete cosine transforms; Feature extraction; Histograms; Image color analysis; Layout; Measurement; Color Layout Descriptor; Expected Maximization; Key Frame Extraction;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Cognitive Computing and Information Processing (CCIP), 2015 International Conference on
  • Conference_Location
    Noida
  • Type

    conf

  • DOI
    10.1109/CCIP.2015.7100724
  • Filename
    7100724