• DocumentCode
    519588
  • Title

    A kind of feedback image retrieval algorithm based on PSO, Wavelet and subblock sorting thought

  • Author

    Wei, Kaiping ; Lu, Tingwen ; Bi, Wu ; Sheng, Honghong

  • Author_Institution
    Dept. of Comput. Sci., Central China Normal Univ., Wuhan, China
  • Volume
    1
  • fYear
    2010
  • fDate
    21-24 May 2010
  • Abstract
    As the computer technology developed nowadays, image retrieval is developing fast. Due to the semantic disparity between low-level feature and high-level feature of an image. We propose a novel algorithm called a kind of feedback image retrieval algorithm based on PSO, Wavelet and sub-block sorting thought (RPWA) in the paper. Firstly, we preprocess the sample images and abstract the color histogram information as Fig.1. Secondly, extract n1 images randomly and their color information likes the first step. Thirdly, retrieve the similar images with PSO, if the retrieve results are satisfactory, output the images, else we use Wavelet to process the n1 images which are retrieved by the PSO, and re-initialize the particle swarm and continue to retrieve, we will get n3 images. Lastly, the low-frequency part and high-frequency part of the n3 images will be divided into 8 × 8 subblocks, the RPWA will use image sub-block sorting algorithm to determine the final result. In order to obtain more direct observation of results, I have developed two related systems. Experiments prove that the proposed algorithm is more accurate and effective.
  • Keywords
    content-based retrieval; feature extraction; image colour analysis; image retrieval; particle swarm optimisation; statistical analysis; wavelet transforms; color histogram; feedback image retrieval algorithm; high-level image feature; image sub-block sorting algorithm; low-level image feature; particle swarm optimization; sub-block sorting thought algorithm; wavelet transforms; Color; Content based retrieval; Data mining; Feedback; Histograms; Image databases; Image retrieval; Particle swarm optimization; Shape; Sorting; Feedback; Image Retrieval; PSO; Sub-block Sorting; Wavelet;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Future Computer and Communication (ICFCC), 2010 2nd International Conference on
  • Conference_Location
    Wuhan
  • Print_ISBN
    978-1-4244-5821-9
  • Type

    conf

  • DOI
    10.1109/ICFCC.2010.5497319
  • Filename
    5497319