• DocumentCode
    3590112
  • Title

    Facial Feature Extraction from Range Images using a 3D Morphable Model

  • Author

    Le Zou ; Cheng, Samuel ; Xiong, Zixiang ; Lu, Mi ; Castleman, Kenneth

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., Texas A&M Univ., College Station, TX
  • Volume
    2
  • fYear
    2007
  • Abstract
    In this paper, a novel scheme is introduced for human facial feature extraction. Unlike previous methods that fit a 3D morphable model to 2D intensity images, our scheme utilizes 3D range images to extract features without requiring manually-defined initial landmark points. A linear transformation is used to achieve the mapping between the 3D model and a 3D range image, which makes the computation simple and fast. Moreover, our scheme is robust to the illumination and pose variations. In addition to features from range images, extra features can be obtained by examining optional 2D texture images. Using our scheme, we can also perform automatic eye/mouth corner localization. Experimental results show the high accuracy and robustness of our scheme.
  • Keywords
    face recognition; feature extraction; image morphing; image texture; 2D intensity images; 3D morphable model; automatic eye-mouth corner localization; extra features; facial feature extraction; human facial; illumination; linear transformation; optional 2D texture images; pose variations; range images; Data mining; Digital images; Face recognition; Facial features; Feature extraction; Humans; Lighting; Mouth; Robustness; Shape; Computer vision; Face recognition; Feature extraction; Geometric modeling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing, 2007. ICASSP 2007. IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    1-4244-0727-3
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2007.366217
  • Filename
    4217390