• DocumentCode
    52228
  • Title

    Variable-Length Signature for Near-Duplicate Image Matching

  • Author

    Liu, Li ; Lu, Yue ; Suen, Ching Y.

  • Author_Institution
    Dept. of Comput. Sci. & Technol., East China Normal Univ., Shanghai, China
  • Volume
    24
  • Issue
    4
  • fYear
    2015
  • fDate
    Apr-15
  • Firstpage
    1282
  • Lastpage
    1296
  • Abstract
    We propose a variable-length signature for near-duplicate image matching in this paper. An image is represented by a signature, the length of which varies with respect to the number of patches in the image. A new visual descriptor, viz., probabilistic center-symmetric local binary pattern, is proposed to characterize the appearance of each image patch. Beyond each individual patch, the spatial relationships among the patches are captured. In order to compute the similarity between two images, we utilize the earth mover´s distance which is good at handling variable-length signatures. The proposed image signature is evaluated in two different applications, i.e., near-duplicate document image retrieval and near-duplicate natural image detection. The promising experimental results demonstrate the validity and effectiveness of the proposed variable-length signature.
  • Keywords
    image matching; image representation; image retrieval; natural scenes; object detection; earth mover distance; image patch; image representation; image signature; near duplicate document image retrieval; near duplicate image matching; near duplicate natural image detection; probabilistic center symmetric local binary pattern; variable length signature; visual descriptor; Binary codes; Histograms; Image matching; Image representation; Probabilistic logic; Vectors; Visualization; Variable-length image signature; near-duplicate image detection; near-duplicate image retrieval;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2015.2400229
  • Filename
    7031412