• DocumentCode
    1791394
  • Title

    Robust periocular biometrics based on Local Phase Quantisation and Gabor transform

  • Author

    Gangwar, Anuj ; Joshi, Akanksha

  • Author_Institution
    Centre of Dev. of Adv. Comput. (CDAC), Mumbai, India
  • fYear
    2014
  • fDate
    14-16 Oct. 2014
  • Firstpage
    714
  • Lastpage
    720
  • Abstract
    In this paper, we propose a novel and robust approach for periocular recognition. Specifically, we propose fusion of Local Phase Quantization(LPQ) and Gabor wavelet descriptors to improve recognition performance and achieve robustness. We have utilized publicly available challenging still face images databases; MBGC v2.0, GTDB, PUT and Caltech. In the approach face is detected and normalized using eye centres. The region around left and right eyes, including eyebrow is extracted as left periocular and right periocular. The LPQ descriptor is then applied to extract the phase statistics features computed locally in a rectangular window. The descriptor is invariant to blur and also to uniform illumination changes. We also computed the Gabor magnitude response of the image, which encodes shape information over a broader range of scales. To reduce dimensionality of the operators and to extract discriminative features, we further utilized DLDA (Direct Linear Discriminant Analysis). The experimental analysis demonstrate that combination of LPQ and Gabor scores provides significant improvement in the performance and robustness, than applied individually.
  • Keywords
    Gabor filters; feature extraction; iris recognition; quantisation (signal); wavelet transforms; Caltech; DLDA; GTDB; Gabor wavelet descriptors; LPQ descriptor; MBGC v2.0; PUT; direct linear discriminant analysis; local phase quantisation; phase statistics feature extraction; robust periocular biometrics; still face images databases; Accuracy; Databases; Face; Feature extraction; Iris recognition; Lighting; DLDA; Gabor wavelet; Local Phase Quantization(LPQ); biometrics fusion; periocular recognition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image and Signal Processing (CISP), 2014 7th International Congress on
  • Conference_Location
    Dalian
  • Type

    conf

  • DOI
    10.1109/CISP.2014.7003871
  • Filename
    7003871