Skip to main content

Surface Reconstruction Using Polarization and Photometric Stereo

  • Conference paper
Computer Analysis of Images and Patterns (CAIP 2007)

Part of the book series: Lecture Notes in Computer Science ((LNIP,volume 4673))

Included in the following conference series:

Abstract

This paper presents a novel shape recovery technique that combines photometric stereo with polarization information. First, a set of ambiguous surface normals are estimated from polarization data. This is achieved using Fresnel theory to interpret the polarization patterns of light reflected from dielectric surfaces. The process is repeated using three different known light source positions. Photometric stereo is then used to disambiguate the surface normals. The relative pixel brightnesses for the different light source positions reveal the correct surface orientations. Finally, the resulting unambiguous surface normal estimates are integrated to recover a depth map. The technique is tested on various objects of different materials. The paper also demonstrates how the depth estimates can be enhanced by applying methods suggested in earlier work.

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 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
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. Atkinson, G.A., Hancock, E.R.: Shape estimation using polarization and shading from two views. IEEE Trans. Patt. Anal. Mach. Intell. (to appear)

    Google Scholar 

  2. Atkinson, G.A., Hancock, E.R.: Recovery of surface orientation from diffuse polarization. IEEE Trans. Im. Proc. 15, 1653–1664 (2006)

    Article  Google Scholar 

  3. Drbohlav, O., Šára, R.: Unambiguous determination of shape from photometric stereo with unknown light sources. In: Proc. ICCV, pp. 581–586 (2001)

    Google Scholar 

  4. Frankot, R.T., Chellappa, R.: A method for enforcing integrability in shape from shading algorithms. IEEE Trans. Patt. Anal. Mach. Intell. 10, 439–451 (1988)

    Article  MATH  Google Scholar 

  5. Hecht, E.: Optics, 3rd edn. Addison Wesley Longman, London, UK (1998)

    Google Scholar 

  6. Miyazaki, D., Kagesawa, M., Ikeuchi, K.: Transparent surface modelling from a pair of polarization images. IEEE Trans. Patt. Anal. Mach. Intell. 26, 73–82 (2004)

    Article  Google Scholar 

  7. Miyazaki, D., Tan, R.T., Hara, K., Ikeuchi, K.: Polarization-based inverse rendering from a single view. In: Proc. ICCV, vol. 2, pp. 982–987 (2003)

    Google Scholar 

  8. Rahmann, S., Canterakis, N.: Reconstruction of specular surfaces using polarization imaging. In: Proc. CVPR, pp. 149–155 (2001)

    Google Scholar 

  9. Wolff, L.B., Boult, T.E.: Constraining object features using a polarisation reflectance model. IEEE Trans. Patt. Anal. Mach. Intell. 13, 635–657 (1991)

    Article  Google Scholar 

  10. Woodham, R.J.: Photometric method for determining surface orientation from multiple images. Optical Engineering 19, 139–144 (1980)

    Google Scholar 

  11. Yuille, A.L., Snow, D., Epstein, R., Belhumeur, P.: Determining generative models for objects under varying illumination: Shape and albedo from multiple images using SVD and integrability. Intl. J. Comp. Vis. 35, 203–222 (1999)

    Article  Google Scholar 

  12. Zhang, R., Tsai, P.S., Cryer, J.E., Shah, M.: Shape from shading: A survey. IEEE Trans. Patt. Anal. Mach. Intell. 21, 690–706 (1999)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Walter G. Kropatsch Martin Kampel Allan Hanbury

Rights and permissions

Reprints and permissions

Copyright information

© 2007 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Atkinson, G.A., Hancock, E.R. (2007). Surface Reconstruction Using Polarization and Photometric Stereo. In: Kropatsch, W.G., Kampel, M., Hanbury, A. (eds) Computer Analysis of Images and Patterns. CAIP 2007. Lecture Notes in Computer Science, vol 4673. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74272-2_58

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-74272-2_58

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-74271-5

  • Online ISBN: 978-3-540-74272-2

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics