Skip to main content

Robust Face Recognition after Plastic Surgery Using Local Region Analysis

  • Conference paper
Book cover Image Analysis and Recognition (ICIAR 2011)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 6754))

Included in the following conference series:

Abstract

Face recognition in real-world applications is often hindered by uncontrolled settings including pose, expression, and illumination changes, and/or ageing. Additional challenges related to changes in facial appearance due to plastic surgery have become apparent recently. We exploit the fact that plastic surgery bears on appearance in a non-uniform fashion using a recognition approach that integrates information derived from local region analysis. We implemented and evaluated the performance of two new integrative methods, FARO and FACE, which are based on fractals and a localized version of a correlation index, respectively Experimental results confirm the expectation that face recognition is indeed challenged by the effects of plastic surgery. The same experimental results also show that both FARO and FACE compare favourably against standard face recognition methods such as PCA and LDA.

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 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
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. Abate, A.F., Nappi, M., Riccio, D., Sabatino, G.: 2D and 3D face recognition: A survey. Pattern Recognition Letters 28, 1885–1906 (2007)

    Article  Google Scholar 

  2. De Marsico, M., Nappi, M., Riccio, D.: FARO: FAce recognition against occlusions and expression variations. IEEE Transactions on Systems, Man, and Cybernetics — Part A: Systems and Humans 40(1), 121–132 (2010)

    Article  Google Scholar 

  3. De Marsico, M., Nappi, M., Riccio, D.: FACE: Face analysis for commercial entities. In: Proceedings of International Conference on Image Processing (ICIP), Honk Kong, pp. 1597–1600 (2010)

    Google Scholar 

  4. Martinez, A.M.: Recognizing imprecisely localized, partially occluded, and expression variant faces from a single sample per class. IEEE Transaction on Pattern Analisys and Machine Intelligence 24(6), 748–763 (2002)

    Article  Google Scholar 

  5. Milborrow, S., Nicolls, F.: Locating facial features with an extended active shape model. In: Forsyth, D., Torr, P., Zisserman, A. (eds.) ECCV 2008, Part IV. LNCS, vol. 5305, pp. 504–513. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  6. Singh, R., Vatsa, M., Noore, A.: Effect of plastic surgery on face recognition: A preliminary study. In: Proceedings Workshops of Computer Vision and Pattern Recognition (CVPR), pp. 72–77 (2009)

    Google Scholar 

  7. Singh, R., Vatsa, M., Bhatt, H.S., Bharadwaj, S., Noore, A., Nooreyezdan, S.S.: Plastic surgery: A new dimension to face recognition. IEEE Transactions on Information Forensics and Security 5(3), 441–448 (2010)

    Article  Google Scholar 

  8. Viola, P., Jones, M.: Robust real-time face detection. International Journal of Computer Vision 57(2), 137–154 (2004)

    Article  Google Scholar 

  9. Wang, H., Li, S.Z., Wang, Y., Zhang, J.: Self quotient image for face recognition. In: International Conf. on Image Processing (ICIP), pp. 1397–1400 (2004)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2011 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

De Marsico, M., Nappi, M., Riccio, D., Wechsler, H. (2011). Robust Face Recognition after Plastic Surgery Using Local Region Analysis. In: Kamel, M., Campilho, A. (eds) Image Analysis and Recognition. ICIAR 2011. Lecture Notes in Computer Science, vol 6754. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-21596-4_20

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-21596-4_20

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-21595-7

  • Online ISBN: 978-3-642-21596-4

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics