© The Institution of Engineering and Technology
In order to recover surface normal and albedo of specular objects under the condition of large shadows and highlights by photometric stereo, a novel robust method utilising Hough transform is proposed. The photometric image sequence is taken by a fixed camera when the light source is rotated around the optical axis of the camera. Since the bidirectional reflectance distribution function of many surfaces can be approximated as a combination of a diffuse component and a specular component, the diffuse part of the intensity at a fixed point on the surface obeys a sine curve when the light source rotates. The surface normal and albedo information are hidden in the sine curve and can be revealed by means of Hough transform. The bilateral symmetry of the sine curve is used to narrow the searching range of the initial phase and to speed up the Hough transform. Experiments performed on synthetic and real objects with large shadows and strong specular reflectance show the better performance of the proposed method.
References
-
-
1)
-
S. Barsk ,
M. Petrou
.
The 4-source photometric stereo technique for three-dimensional surfaces in the presence of highlights and shadows.
IEEE Trans. Patt. Anal. Mach. Intell.
,
10 ,
1239 -
1252
-
2)
-
Chia, A.Y.S., Leung, M.K.H., Eng, H.L., Rahardja, S.: `Ellipse detection with Hough transform in one dimensional parametric space', Proc. Int. Conf. on Image Processing, 2007, 5, p. V333–V336.
-
3)
-
D.A. Forsyth ,
J. Ponce
.
(2002)
Computer vision: a modern approach.
-
4)
-
T.P. Wu ,
K.L. Tang ,
C.K. Tang ,
T.T. Wong
.
Dense photometric stereo: a Markov random field approach.
IEEE Trans. Patt. Anal. Mach. Intell.
,
11 ,
1830 -
1846
-
5)
-
Ahmed, A.H., Farag, A.A.: `A new formulation of shape from shading for non-Lambertian surfaces', Proc. IEEE Computer Society Conf. on Computer Vision and Pattern Recognition (CVPR'06), 2006, 2, p. 1817–1824.
-
6)
-
G.J. Ward
.
Measuring and modeling anisotropic reflection.
Comput. Graph. ACM
,
2 ,
265 -
272
-
7)
-
Georghiades, A.S.: `From few to many: generative appearance-based models for face recognition', December 2003, PhD, Yale University.
-
8)
-
C.T. Lin ,
W.C. Cheng ,
S.F. Liang
.
A 3-D surface reconstruction approach based on post-nonlinear ICA model.
IEEE Trans. Neural Netw.
,
6 ,
1638 -
1650
-
9)
-
Georghiades, A.S.: `Incorporating the Torrance and Sparrow model of reflectance in uncalibrated photometric stereo', Proc. IEEE Int. Conf. on Computer Vision, 2003, Nice, France, 2, p. 816–823.
-
10)
-
Prados, E.: `Application of the theory of the viscosity solutions to the shape from shading problem', October 2004, PhD, University of Nice-Sophia Antipolis.
-
11)
-
Simakov, D., Frolova, D., Basri, R.: `Dense shape reconstruction of a moving object under arbitrary, unknown lighting', Proc. IEEE Int. Conf. on Computer Vision, 2003, Nice, France, 2, p. 1202–1209.
-
12)
-
H. Saito ,
K. Omata ,
S. Ozawa
.
Recovery of shape and surface reflectance of specular object from relative rotation of light source.
Image Vis. Comput.
,
9 ,
777 -
787
-
13)
-
T. Yamada ,
H. Saito ,
S. Ozawa
.
3D reconstruction of skin surface from image sequence.
IEICE Trans. Inf. Syst.
,
7 ,
1415 -
1421
-
14)
-
J.D. Durou ,
M. Falcone ,
M. Sagona
.
Numerical methods for shape-from-shading: a new survey with benchmarks.
Comput. Vis. Image Understand.
,
1 ,
22 -
43
-
15)
-
R.J. Woodham
.
Photometric method for determining surface orientation from multiple images.
Opt. Engng.
,
1 ,
139 -
144
-
16)
-
M.L. Smith ,
L.N. Smith
.
Dynamic photometric stereo – a new technique for moving surface analysis.
Image Vis. Comput.
,
9 ,
841 -
852
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