The continuous Lambertian shape from shading is studied using a PDE approach in terms of Hamilton–Jacobi equations. The latter will then be characterized by a maximization problem. In this paper we show the convergence of discretization and propose to use the well-known Chambolle–Pock primal-dual algorithm to solve numerically the shape from shading problem. The saddle-point structure of the problem makes the Chambolle–Pock algorithm suitable to approximate solutions of the discretized problems.
Accepté le :
Publié le :
DOI : 10.1051/m2an/2022014
Keywords: Hamilton–Jacobi equation, Shape-from-Shading, primal-dual algorithm, numerical analysis
@article{M2AN_2022__56_2_485_0,
author = {Ennaji, Hamza and Igbida, Noureddine and Nguyen, Van Thanh},
title = {Continuous {Lambertian} shape from shading: {A} primal-dual algorithm},
journal = {ESAIM: Mathematical Modelling and Numerical Analysis },
pages = {485--504},
year = {2022},
publisher = {EDP-Sciences},
volume = {56},
number = {2},
doi = {10.1051/m2an/2022014},
mrnumber = {4385101},
language = {en},
url = {https://www.numdam.org/articles/10.1051/m2an/2022014/}
}
TY - JOUR AU - Ennaji, Hamza AU - Igbida, Noureddine AU - Nguyen, Van Thanh TI - Continuous Lambertian shape from shading: A primal-dual algorithm JO - ESAIM: Mathematical Modelling and Numerical Analysis PY - 2022 SP - 485 EP - 504 VL - 56 IS - 2 PB - EDP-Sciences UR - https://www.numdam.org/articles/10.1051/m2an/2022014/ DO - 10.1051/m2an/2022014 LA - en ID - M2AN_2022__56_2_485_0 ER -
%0 Journal Article %A Ennaji, Hamza %A Igbida, Noureddine %A Nguyen, Van Thanh %T Continuous Lambertian shape from shading: A primal-dual algorithm %J ESAIM: Mathematical Modelling and Numerical Analysis %D 2022 %P 485-504 %V 56 %N 2 %I EDP-Sciences %U https://www.numdam.org/articles/10.1051/m2an/2022014/ %R 10.1051/m2an/2022014 %G en %F M2AN_2022__56_2_485_0
Ennaji, Hamza; Igbida, Noureddine; Nguyen, Van Thanh. Continuous Lambertian shape from shading: A primal-dual algorithm. ESAIM: Mathematical Modelling and Numerical Analysis , Tome 56 (2022) no. 2, pp. 485-504. doi: 10.1051/m2an/2022014
[1] , and , On the minimizing movement with the 1-Wasserstein distance. ESAIM Control Optim. Calc. Var. 24 (2018) 1415–1427. | MR | Zbl | Numdam
[2] and , A new formulation for shape from shading for non-Lambertian surfaces. In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition. Vol. 2 (2006) 1817–1824.
[3] , and , Functions of Bounded Variation and Free Discontinuity Problems. Clarendon Press, Oxford (2000). | MR | Zbl
[4] and , Discrete approximation of the minimal time function for systems with regular optimal trajectories. In: Analysis and Optimization of Systems. Lect. Notes Control Inf. Sci. Vol. 144 (1990) 103–112. | MR | Zbl
[5] and , Augmented Lagrangian methods for transport optimization, mean field games and degenerate elliptic equations. J. Optim. Theory Appl. 167 (2015) 1–26. | MR
[6] and , Mathematical Tools for the Study of the Incompressible Navier-Stokes Equations and Related Models. Vol. 183 of Applied Mathematical Sciences. Springer, New York (2013). | MR | Zbl
[7] and , Numerical approximation of the maximal solutions for a class of degenerate Hamilton-Jacobi equations. SIAM J. Numer. Anal. 38 (2000) 1540–1560. | MR | Zbl
[8] and , Maximal subsolutions for a class of degenerate Hamilton-Jacobi problems. Indiana Univ. Math. J. 48 (1999) 1111–1131. | MR | Zbl
[9] and , A unified approach to the well-posedness of some non-Lambertian models in shape-from-shading theory. SIAM J. Imaging Sci. 10 (2017) 26–46. | MR
[10] , An algorithm for total variation minimization and applications. J. Math. Imaging Vis. 20 (2004) 89–97. | MR
[11] and , A first-order primal-dual algorithm for convex problems with applications to imaging. J. Math. Imaging Vis. 40 (2011) 120–145. | MR | Zbl
[12] , , and , Towards shape from shading under realistic photographic conditions. In: Proceedings of the 17th International Conference on Pattern Recognition. Vol. 2 (2004) 277–280.
[13] and , Viscosity solutions of Hamilton-Jacobi equations. Trans. Am. Math. Soc. 277 (1983) 1–42. | MR | Zbl
[14] , and , User’s guide to viscosity solutions of second order partial differential equations. Bull. Am. Math. Soc. New Ser. 27 (1992) 1–67. | MR | Zbl
[15] , and , A multiresolution approach for shape from shading coupling deterministic and stochastic optimization. IEEE Trans. Pattern Anal. Mach. Intell. 25 (2003) 1416–1421.
[16] and , From deterministic to stochastic methods for shape from shading. In: Proc. 4th Asian Conf. Comp. Vis. (2000).
[17] , and , Numerical methods for shape-from-shading: a new survey with benchmarks. Comput. Vis. Image. Underst. 109 (2008) 22–43.
[18] and , Summability estimates on transport densities with Dirichlet regions on the boundary via symmetrization techniques. ESAIM Control Optim. Calc. Var. 24 (2018) 1167–1180. | MR | Zbl | Numdam
[19] , and , Augmented Lagrangian methods for degenerate Hamilton-Jacobi equations. Calc. Var. Part. Differ. Equ. 60 (2021) 238. | MR
[20] , and , Beckmann-type problem for degenerate Hamilton-Jacobi equations. Quart. Appl. Math. (2021) (in press) DOI: . | DOI | MR
[21] , and , Level sets of viscosity solutions: some applications to fronts and Rendez-Vous problems. SIAM J. Appl. Math. 54 (1994) 1335–1354. | MR | Zbl | DOI
[22] , and , A scheme for the shape-from-shading model with black shadows. In: Numerical Mathematics and Advanced Applications (2003) 503–512. | MR | Zbl | DOI
[23] and , PDE aspects of Aubry-Mather theory for quasiconvex Hamiltonians. Calc. Var. Partial Differ. Equ. 22 (2005) 185–228. | MR | Zbl | DOI
[24] , Analysis and approximation of Hamilton Jacobi equations on irregular data. Ph.D. thesis, University of Rome, Sapienza (2012).
[25] and , An approximation scheme for an Eikonal equation with discontinuous coefficient. SIAM J. Numer. Anal. 52 (2014) 236–257. | MR | Zbl | DOI
[26] , , and , A computational model for shape estimation by integration of shading and edge information. Neural Netw. 7 (1994) 1193–1209. | DOI
[27] , Shape from shading: a method for obtaining the shape of a smooth opaque object from one view. Technical report, USA (1970).
[28] , Obtaining Shape from Shading Information, MIT Press, Cambridge, USA, (1989) 123–171.
[29] and , The variational approach to shape from shading. Comput. Vis. Graph. Image Process. 33 (1986) 174–208. | Zbl | DOI
[30] and , Augmented Lagrangian method for optimal partial transportation. IMA J. Numer. Anal. 38 (2018) 156–183. | MR
[31] , and , On the uniqueness and numerical approximations for a matching problem. SIAM J. Optim. 27 (2017) 2459–2480. | MR
[32] , and , The variational formulation of the Fokker-Planck equation. SIAM J. Math. Anal. 29 (1998) 1–17. | MR | Zbl
[33] , Generalized solutions of Hamilton-Jacobi equations. In: Research Notes in Mathematics. Vol. 69. Pitman Advanced Publishing Program, Boston – London – Melbourne (1982). | MR | Zbl
[34] , and , Shape-from-shading, viscosity solutions and edges. Numer. Math. 64 (1993) 323–353. | MR | Zbl
[35] , Introduction to the fast marching method (2010). | HAL
[36] , Local shading analysis. IEEE Trans. Pattern Anal. Mach. Intell. PAMI-6 (1984) 170–187.
[37] and , Shape from shading using linear approximation. Image Vis. Comput. 12 (1994) 487–498.
[38] and , Diagonal preconditioning for first order primal-dual algorithms in convex optimization. In: 2011 International Conference on Computer Vision (2011) 1762–1769.
[39] , and , A viscosity solution method for shape-from-shading without image boundary data. ESAIM: M2AN 40 (2006) 393–412. | MR | Zbl | Numdam
[40] , , , and , A variational approach to shape-from-shading under natural illumination. In: International Conference on Energy Minimization Methods in Computer Vision and Pattern Recognition (2018) 342–357. | DOI
[41] and , A viscosity solutions approach to shape-from-shading. SIAM J. Numer. Anal. 29 (1992) 867–884. | MR | Zbl | DOI
[42] , and , Shape-from-shading under perspective projection. Int. J. Comput. Vision 63 (2005) 21–43. | DOI
[43] and , Analysis and approximation of some shape-from-shading models for non-Lambertian surfaces. J. Math. Imaging Vision 55 (2016) 153–178. | MR | DOI
[44] , , and , Shape from shading: a survey. IEEE Trans. Pattern Anal. Mach. Intell. 21 (1999) 690–706. | DOI
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