Skip to main content

A Charged Active Contour Based on Electrostatics

  • Conference paper
Advanced Concepts for Intelligent Vision Systems (ACIVS 2006)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 4179))

Abstract

We propose a novel active contour model by incorporating particle based electrostatic interactions into the geometric active contour framework. The proposed active contour, embedded in level sets, propagates under the joint influence of a boundary attraction force and a boundary competition force. Unlike other contour models, the proposed vector field dynamically adapts by updating itself when a contour reaches a boundary. The model is then more invariant to initialisation and possesses better convergence abilities. Analytical and comparative results are presented on synthetic and real images.

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 139.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever

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. Kass, P., Witkin, A., Terzopoulos, D.: Snakes: Active contour models. IJCV 1, 321–331 (1988)

    Article  Google Scholar 

  2. Caselles, V., Kimmel, R., Sapiro, G.: Geodesic active contours. In: ICCV, pp. 694–699 (1995)

    Google Scholar 

  3. Zhu, S., Yuille, A.: Region competition: Unifying snakes, region growing, and Bayes/MDL for multiband image segmentation. IEEE T-PAMI 18, 884–900 (1996)

    Google Scholar 

  4. Paragios, N., Deriche, R.: Geodesic active regions for supervised texture segmentation. In: ICCV, pp. 926–932 (1999)

    Google Scholar 

  5. Xie, X., Mirmehdi, M.: RAGS: Region-aided geometric snake. IEEE T-IP 13, 640–652 (2004)

    MathSciNet  Google Scholar 

  6. Xu, C., Prince, J.: Gradient vector flow: a new external force for snakes. In: CVPR, pp. 66–71 (1997)

    Google Scholar 

  7. Paragios, N., Mellina-Gottardo, O., Ramesh, V.: Gradient vector flow fast geodesic active contours. IEEE T-PAMI 26, 402–407 (2004)

    Google Scholar 

  8. Jalba, A., Wilkinson, M., Roerdink, J.: CPM: A deformable model for shape recovery and segmentation based on charged particles. IEEE T-PAMI 26, 1320–1335 (2004)

    Google Scholar 

  9. Sethian, J.: Level Set Methods: Evolving Interfaces in Geometry, Fluid Mechanics, Computer Vision, and Materials Science. CUP (1996)

    Google Scholar 

  10. Adalsteinsson, D., Sethian, J.: The fast construction of extension velocities in level set methods. J. Comp. Phy. 148, 2–22 (1998)

    Article  MathSciNet  Google Scholar 

  11. Caselles, V., Catte, F., Coll, T., Dibos, F.: A geometric model for active contours. Numerische Mathematik 66, 1–31 (1993)

    Article  MATH  MathSciNet  Google Scholar 

  12. Hockney, R., Eastwood, J.: Computer Simulation Using Particles. Taylor and Francis, Abington (1988)

    Book  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2006 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Yang, R., Mirmehdi, M., Xie, X. (2006). A Charged Active Contour Based on Electrostatics. In: Blanc-Talon, J., Philips, W., Popescu, D., Scheunders, P. (eds) Advanced Concepts for Intelligent Vision Systems. ACIVS 2006. Lecture Notes in Computer Science, vol 4179. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11864349_16

Download citation

  • DOI: https://doi.org/10.1007/11864349_16

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-44630-9

  • Online ISBN: 978-3-540-44632-3

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics