Skip to main content

Glasses Removal from Facial Image Using Recursive PCA Reconstruction

  • Conference paper
  • First Online:
Audio- and Video-Based Biometric Person Authentication (AVBPA 2003)

Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 2688))

Abstract

This paper proposes a new method of removing glasses from human frontal face images. We first detect regions occluded by glasses. Then we generate a naturally looking glassless facial image by recursive PCA reconstruction. The resulting image has no trace of glass frame, nor the reflection and shade made by the glasses. The experimental results show that the proposed method is an effective solution to the problem of glass occlusion, and, we believe, it can be applied to enhancing the performance of face recognition systems.

To whom all correspondence should be addressed. This research was supported by Creative Research Initiatives of the Ministry of Science and Technology, Korea.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Chellappa, R., Wilson, C. L., Sirohey, S.: Human and Machine Recognition of Faces: A Survey. Proc. of IEEE, Vol. 83, No. 5 (May 1995) 705–740

    Google Scholar 

  2. Jing, Z., Mariani, R.: Glasses Detection and Extraction by Deformable Contour. Proc. of Int’l Conf. on Pattern Recognition, Barcelona, Spain (2000) 933–936

    Google Scholar 

  3. Lanitis, A., Taylor, C. J., Cootes, T. F.: Automatic Interpretation and Coding of Face Images Using Flexible Models. ííIEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 19, No. 7 (July 1997) 743–756

    Article  Google Scholar 

  4. Saito, Y., Kenmochi, Y., Kotani, K.: Estimation of eyeglassless facial images using principal component analysis. Proc. of Int’l Conf. on Image Processing, Vol. 4, Kobe, Japan (Oct. 1999) 197–201

    Google Scholar 

  5. Wu H. et al.: Glasses Frame Detection with 3D Hough Transform. Proc. of 16th Int. Conf. on Pattern Recognition, Vol. II, Quebec, Canada (Aug. 2002) 346–349

    Google Scholar 

  6. Turk, M., Pentland, A.: Eigenfaces for recognition. Journal of Cognitive Neuroscience Vol. 12, No. 1 (1991) 71–86

    Article  Google Scholar 

  7. Kim, J.K. et al.: Automatic FDP/FAP generation from an image sequence. Proc. of IEEE Int’l Symposium of Circuits and Systems, Geneva, Switzerland (May 2000) 40–43

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2003 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Park, JS., Oh, Y.H., Ahn, S.C., Lee, SW. (2003). Glasses Removal from Facial Image Using Recursive PCA Reconstruction. In: Kittler, J., Nixon, M.S. (eds) Audio- and Video-Based Biometric Person Authentication. AVBPA 2003. Lecture Notes in Computer Science, vol 2688. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-44887-X_44

Download citation

  • DOI: https://doi.org/10.1007/3-540-44887-X_44

  • Published:

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-40302-9

  • Online ISBN: 978-3-540-44887-7

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics