• DocumentCode
    709770
  • Title

    Image filtering with MapReduce in pseudo-distribution mode

  • Author

    Gamage, Tharindu D. ; Samarawickrama, Jayathu G. ; Rodrigo, Ranga ; Pasqual, Ajith A.

  • Author_Institution
    Dept. of Electron. & Telecommun. Eng., Univ. of Moratuwa, Moratuwa, Sri Lanka
  • fYear
    2015
  • fDate
    7-8 April 2015
  • Firstpage
    160
  • Lastpage
    164
  • Abstract
    The massive volume of video and image data, compels them to be stored in a distributed file system. To process the data stored in the distributed file system, Google proposed a programming model named MapReduce. Existing methods of processing images held in such a distributed file system, requires whole image or a substantial portion of the image to be streamed every time a filter is applied. In this work an image filtering technique using MapReduce programming model is proposed, which only requires the image to be streamed only once. The proposed technique extends for a cascade of image filters with the constrain of a fixed kernel size. To verify the proposed technique for a single filter a median filter is applied on an image with salt and pepper noise. In addition a corner detection algorithm is implemented with the use of a filter cascade. Comparison of the results of noise filtering and corner detection with the corresponding CPU version show the accuracy of the method.
  • Keywords
    data handling; distributed databases; edge detection; image denoising; image filtering; parallel processing; CPU version; Google; MapReduce programming model; corner detection algorithm; distributed file system; image data; image filtering technique; images processing; pseudo-distribution mode; video data; Distributed databases; Image processing; Indexes; Kernel; Mathematical model; Noise; Programming; Hadoop; Image Filter; MapReduce;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Moratuwa Engineering Research Conference (MERCon), 2015
  • Conference_Location
    Moratuwa
  • Type

    conf

  • DOI
    10.1109/MERCon.2015.7112338
  • Filename
    7112338