• DocumentCode
    249350
  • Title

    Flooding based superpixels generation with color, compactness and smoothness constraints

  • Author

    Xiao Pan ; Yuanfeng Zhou ; Caiming Zhang ; Qian Liu

  • Author_Institution
    Sch. of Comput. Sci. & Technol., Shandong Univ., Jinan, China
  • fYear
    2014
  • fDate
    27-30 Oct. 2014
  • Firstpage
    4432
  • Lastpage
    4436
  • Abstract
    Superpixel generation is widely used in image segmentation. In this paper, we present an efficient flooding based superpixel generation algorithm. A new distance metric is defined for estimating pixels and seeds´ similarity with COLOR, COMPACTNESS and SMOOTHNESS constraints. A seeds update strategy based on Lloyd´s algorithm is adopted for optimizing seeds and superpixels´ contour regions. Experimental results show our algorithm outperforms the existing methods. Boundaries of superpixels generated by our algorithm can fit the original image boundaries better.
  • Keywords
    image colour analysis; image segmentation; Lloyd algorithm; color constraints; compactness constraints; distance metric; flooding based superpixel generation algorithm; image boundaries; image segmentation; seed similarity; smoothness constraints; update strategy; Clustering algorithms; Computer vision; FCC; Floods; Image color analysis; Image segmentation; Measurement; Superpixels; compactness; flooding; image segmentation; smoothness;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2014 IEEE International Conference on
  • Conference_Location
    Paris
  • Type

    conf

  • DOI
    10.1109/ICIP.2014.7025899
  • Filename
    7025899