Abstract
This paper addresses two fundamental criticisms of existing global shape-from-shading techniques. Firstly, we introduce a new update framework which ensures data-closeness at all stages whilst iteratively recovering the needle-map by treating the image irradiance equation as a hard constraint. Secondly, we apply the apparatus of robust statistics and novel constraints on needle-map smoothness to accomodate surface orientation discontinuities in a principled fashion.
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References
Brooks, M.J. and Horn, B.K.P. (1986) Shape and Source from Shading, IJCAI, pp. 932–936, 1985.
Ferrie, F.P. and Lagarde, J. (1990) Curvature Consistency Improves Local Shading Analysis, Proc. IEEE International Conference on Pattern Recognition, Vol. I, pp. 70–76.
Horn, B.K.P. and Brooks, M.J. (eds.), Shape from Shading, MIT Press, Cambridge, MA, 1989.
Horn, B.K.P. (1990) Height and Gradient from Shading, IJCV, Vol. 5,No. 1, pp. 37–75.
Koenderink, J.J. and van Doorn, A.J. (1992) Surface Shape and Curvature Scales, IVC, Vol. 10, pp. 557–565.
Lee, C.H. and Rosenfeld, A. (1985) Improved Methods of Estimating Shape from Shading using the Light Source Coordinate System, Artificial Intelligence, Vol. 26,No. 2, pp.125–143.
Marr, D.C. (1982), Vision, Freeman, San Francisco.
Poggio, T., Torre, V. and Koch, C. (1985) Computational Vision and Regularization Theory, Nature, Vol. 317,No. 6035, pp. 314–319.
Worthington, P.L. and Hancock, E.R. (1997) Needle Map Recovery using Robust Regularizers, Proc. BMVC, BMVA Press, Vol. I, pp. 31–40.
Worthington, P.L. and Hancock, E.R. (1998) Needle Map Recovery using Robust Regularizers, IVC, to appear.
Zheng, Q. and Chellappa, R. (1991) Estimation of Illuminant Direction, Albedo, and Shape from Shading, IEEE PAMI, Vol. 13,No. 7, pp. 680–702.
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© 1999 Springer-Verlag Berlin Heidelberg
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Worthington, P.L., Hancock, E.R. (1999). Modelling Needle-Map Consistency with Novel Constraints. In: Solina, F., Leonardis, A. (eds) Computer Analysis of Images and Patterns. CAIP 1999. Lecture Notes in Computer Science, vol 1689. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-48375-6_60
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DOI: https://doi.org/10.1007/3-540-48375-6_60
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