• DocumentCode
    1247821
  • Title

    Glasses removal from facial image using recursive error compensation

  • Author

    Park, Jeong-Seon ; Oh, You Hwa ; Ahn, Sang Chul ; Lee, Seong-Whan

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Korea Univ., Seoul, South Korea
  • Volume
    27
  • Issue
    5
  • fYear
    2005
  • fDate
    5/1/2005 12:00:00 AM
  • Firstpage
    805
  • Lastpage
    811
  • Abstract
    In this paper, we propose a new method of removing glasses from a human frontal facial image. We first detect the regions occluded by the glasses and generate a natural looking facial image without glasses by recursive error compensation using PCA reconstruction. The resulting image has no trace of the glasses frame or of the reflection and shade caused by the glasses. The experimental results show that the proposed method provides an effective solution to the problem of glasses occlusion and we believe that this method can also be used to enhance the performance of face recognition systems.
  • Keywords
    error compensation; face recognition; hidden feature removal; principal component analysis; PCA reconstruction; face recognition system; glasses occlusion; human frontal facial image; principal component analysis; recursive error compensation; Error compensation; Eyes; Face detection; Face recognition; Glass; Image generation; Image reconstruction; Principal component analysis; Robustness; Shape; EM algorithm; Index Terms- Kernel methods; K-Means.; clustering algorithms; one class SVM; Algorithms; Artificial Intelligence; Cluster Analysis; Computer Graphics; Eyeglasses; Face; Feedback; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Information Storage and Retrieval; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Subtraction Technique; User-Computer Interface;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.2005.103
  • Filename
    1407883