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.
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Atkinson, G.A., Hancock, E.R.: Shape estimation using polarization and shading from two views. IEEE Trans. Patt. Anal. Mach. Intell. (to appear)
Atkinson, G.A., Hancock, E.R.: Recovery of surface orientation from diffuse polarization. IEEE Trans. Im. Proc. 15, 1653–1664 (2006)
Drbohlav, O., Šára, R.: Unambiguous determination of shape from photometric stereo with unknown light sources. In: Proc. ICCV, pp. 581–586 (2001)
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)
Hecht, E.: Optics, 3rd edn. Addison Wesley Longman, London, UK (1998)
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)
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)
Rahmann, S., Canterakis, N.: Reconstruction of specular surfaces using polarization imaging. In: Proc. CVPR, pp. 149–155 (2001)
Wolff, L.B., Boult, T.E.: Constraining object features using a polarisation reflectance model. IEEE Trans. Patt. Anal. Mach. Intell. 13, 635–657 (1991)
Woodham, R.J.: Photometric method for determining surface orientation from multiple images. Optical Engineering 19, 139–144 (1980)
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)
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)
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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
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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
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