• DocumentCode
    249343
  • Title

    A Cloud-Computing Local Histogram Construction Algorithm for Big Image Data

  • Author

    Chung-Chih Cheng ; Fan-Chieh Cheng ; Po-Hsiung Lin ; Shih-Chia Huang

  • Author_Institution
    Dept. of Electron. Eng., Nat. Taipei Univ. of Technol., Taipei, Taiwan
  • fYear
    2014
  • fDate
    June 27 2014-July 2 2014
  • Firstpage
    200
  • Lastpage
    203
  • Abstract
    The local histogram is a key feature that the intensity probability of each pixel. As the neighbours of each pixel must be visited, the construction of local histogram in the big image data is time-consuming. In this paper, we propose a new local histogram construction algorithm based on cloud-computing. Through a real-time communication network, the computation cost can be easily shared to construct several local histograms at the same time. The proposed algorithm is not only the fastest solution in the field, but also applicable to various data processing related to probability distribution. Experimental results show that the proposed algorithm has a best performance compared to other related algorithms.
  • Keywords
    Big Data; cloud computing; computational complexity; big image data; cloud-computing local histogram construction algorithm; computation cost; pixel intensity probability; real-time communication network; Cloud computing; Histograms; Image resolution; Large Hadron Collider; Signal processing algorithms; Time complexity; Visualization; big data; cloud computing; local image histogram;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Big Data (BigData Congress), 2014 IEEE International Congress on
  • Conference_Location
    Anchorage, AK
  • Print_ISBN
    978-1-4799-5056-0
  • Type

    conf

  • DOI
    10.1109/BigData.Congress.2014.36
  • Filename
    6906779