• DocumentCode
    3246660
  • Title

    Rotation and illumination invariant texture analysis: Matching clothes with complex patterns for blind people

  • Author

    Shuai Yuan ; YingLi Tian

  • Author_Institution
    Dept. of Electr. Eng., City Coll. of New York, New York, NY, USA
  • Volume
    6
  • fYear
    2010
  • fDate
    16-18 Oct. 2010
  • Firstpage
    2643
  • Lastpage
    2647
  • Abstract
    Matching clothes is a challenging task for blind people. In this paper, we describe a new texture analysis approach which is robust to variations of rotation and illumination for matching two images of clothes with complex patterns. The approach integrates Radon transform, wavelet transform, and co-occurrence matrix for texture analysis of clothes images. We first calculate directional properties of texture pattern in each image by applying Radon transform. The directional properties are used to rotate the clothes image with the dominant orientation of the texture patterns as horizontal. To handle illumination changes, we perform Haar wavelet transform to extract texture features on three directions (horizontal, vertical and diagonal). For each wavelet sub image, grey level cooccurrence matrix for texture analysis is calculated. Finally, texture matching is performed based on six statistical features (i.e. mean, variance, smoothness, energy, homogeneity, and entropy). The robustness and effectiveness of the proposed method are evaluated on our database which contains 128 images of complex pattern clothes. The matching results are presented for blind users as speech outputs.
  • Keywords
    Haar transforms; Radon transforms; feature extraction; handicapped aids; image texture; matrix algebra; wavelet transforms; Haar wavelet transform; Radon transform; blind people; clothes matching; cooccurrence matrix; illumination invariant texture analysis; rotation invariant texture analysis; texture feature extraction; texture pattern; Feature extraction; Lighting; Pattern matching; Pixel; Wavelet analysis; Wavelet transforms; Co-occurrence matrix; Radon transform; clothes matching; texture analysis; wavelet transform;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image and Signal Processing (CISP), 2010 3rd International Congress on
  • Conference_Location
    Yantai
  • Print_ISBN
    978-1-4244-6513-2
  • Type

    conf

  • DOI
    10.1109/CISP.2010.5646237
  • Filename
    5646237