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2011 | OriginalPaper | Buchkapitel

Level Set Methods for Structural Inversion and Image Reconstruction

verfasst von : Oliver Dorn, Dominique Lesselier

Erschienen in: Handbook of Mathematical Methods in Imaging

Verlag: Springer New York

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Abstract

In this chapter, an introduction is given into the use of level set techniques for inverse problems and image reconstruction. Several approaches are presented which have been developed and proposed in the literature since the publication of the original (and seminal) paper by F. Santosa in 1996 on this topic. The emphasis of this chapter, however, is not so much on providing an exhaustive overview of all ideas developed so far, but on the goal of outlining the general idea of structural inversion by level sets, which means the reconstruction of complicated images with interfaces from indirectly measured data. As case studies, recent results (in 2D) from microwave breast screening, history matching in reservoir engineering, and crack detection are presented in order to demonstrate the general ideas outlined in this chapter on practically relevant and instructive examples. Various references and suggestions for further research are given as well.

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Literatur
1.
Zurück zum Zitat Abascal JFPJ, Lambert M, Lesselier D, Dorn O (2009) 3-D eddy-current imaging of metal tubes by gradient-based, controlled evolution of level sets. IEEE Trans Magn 44:4721–4729CrossRef Abascal JFPJ, Lambert M, Lesselier D, Dorn O (2009) 3-D eddy-current imaging of metal tubes by gradient-based, controlled evolution of level sets. IEEE Trans Magn 44:4721–4729CrossRef
2.
3.
Zurück zum Zitat Allaire G, Jouve F, Toader A-M (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 194: 363–393MathSciNetMATHCrossRef Allaire G, Jouve F, Toader A-M (2004) Structural optimization using sensitivity analysis and a level-set method. J Comput Phys 194: 363–393MathSciNetMATHCrossRef
4.
6.
Zurück zum Zitat Ammari H, Kang H (2004) Reconstruction of small inhomogeneities from boundary measurements. Lecture notes in mathematics, vol 1846. Springer, BerlinMATHCrossRef Ammari H, Kang H (2004) Reconstruction of small inhomogeneities from boundary measurements. Lecture notes in mathematics, vol 1846. Springer, BerlinMATHCrossRef
7.
Zurück zum Zitat Amstutz S, Andrä H (2005) A new algorithm for topology optimization using a level-set method. J Comput Phys 216:573–588CrossRef Amstutz S, Andrä H (2005) A new algorithm for topology optimization using a level-set method. J Comput Phys 216:573–588CrossRef
8.
Zurück zum Zitat Ascher UM, Huang H, van den Doel K (2007) Artificial time integration. BIT Numer Math 47:3–25MATHCrossRef Ascher UM, Huang H, van den Doel K (2007) Artificial time integration. BIT Numer Math 47:3–25MATHCrossRef
9.
Zurück zum Zitat Bal G, Ren K (2006) Reconstruction of singular surfaces by shape sensitivity analysis and level set method. Math Model Meth Appl Sci 16:1347–1374MathSciNetMATHCrossRef Bal G, Ren K (2006) Reconstruction of singular surfaces by shape sensitivity analysis and level set method. Math Model Meth Appl Sci 16:1347–1374MathSciNetMATHCrossRef
10.
Zurück zum Zitat Ben Hadj Miled MK, Miller EL (2007) A projection-based level-set approach to enhance conductivity anomaly reconstruction in electrical resistance tomography. Inverse Prob 23:2375–2400MathSciNetMATHCrossRef Ben Hadj Miled MK, Miller EL (2007) A projection-based level-set approach to enhance conductivity anomaly reconstruction in electrical resistance tomography. Inverse Prob 23:2375–2400MathSciNetMATHCrossRef
11.
Zurück zum Zitat Ben Ameur H, Burger M, Hackl B (2004) Level set methods for geometric inverse problems in linear elasticity. Inverse Prob 20: 673–696MathSciNetMATHCrossRef Ben Ameur H, Burger M, Hackl B (2004) Level set methods for geometric inverse problems in linear elasticity. Inverse Prob 20: 673–696MathSciNetMATHCrossRef
12.
Zurück zum Zitat Benedetti M, Lesselier D, Lambert M, Massa A (2010) Multiple-shape reconstruction by means of mutliregion level sets. IEEE Trans Geosci Remote Sens 48:2330–2342CrossRef Benedetti M, Lesselier D, Lambert M, Massa A (2010) Multiple-shape reconstruction by means of mutliregion level sets. IEEE Trans Geosci Remote Sens 48:2330–2342CrossRef
14.
Zurück zum Zitat Berre I, Lien M, Mannseth T (2007) A level set corrector to an adaptive multiscale permeability prediction. Comput Geosci 11: 27–42MathSciNetMATHCrossRef Berre I, Lien M, Mannseth T (2007) A level set corrector to an adaptive multiscale permeability prediction. Comput Geosci 11: 27–42MathSciNetMATHCrossRef
15.
Zurück zum Zitat Bonnet M, Guzina BB (2003) Sounding of finite solid bodies by way of topological derivative. Int J Numer Methods Eng 61:2344–2373MathSciNetCrossRef Bonnet M, Guzina BB (2003) Sounding of finite solid bodies by way of topological derivative. Int J Numer Methods Eng 61:2344–2373MathSciNetCrossRef
17.
18.
Zurück zum Zitat Burger M (2003) A framework for the construction of level set methods for shape optimization and reconstruction. Inter Free Bound 5: 301–329MathSciNetMATHCrossRef Burger M (2003) A framework for the construction of level set methods for shape optimization and reconstruction. Inter Free Bound 5: 301–329MathSciNetMATHCrossRef
20.
21.
Zurück zum Zitat Carpio A, Rapún M-L (2008) Solving inhomogeneous inverse problems by topological derivative methods. Inverse Prob 24:045014CrossRef Carpio A, Rapún M-L (2008) Solving inhomogeneous inverse problems by topological derivative methods. Inverse Prob 24:045014CrossRef
22.
Zurück zum Zitat Céa J, Gioan A, Michel J (1973) Quelques résultats sur l’identification de domains. Calcolo 10(3–4):207–232MathSciNetCrossRef Céa J, Gioan A, Michel J (1973) Quelques résultats sur l’identification de domains. Calcolo 10(3–4):207–232MathSciNetCrossRef
23.
Zurück zum Zitat Céa J, Haug EJ (eds) 1981 Optimization of distributed parameter structures. Sijhoff & Noordhoff, Alphen aan den RijnMATH Céa J, Haug EJ (eds) 1981 Optimization of distributed parameter structures. Sijhoff & Noordhoff, Alphen aan den RijnMATH
24.
Zurück zum Zitat Céa J, Garreau S, Guillaume P, Masmoudi M (2000) The shape and topological optimizations connection. Comput Meth Appl Mech Eng 188:713–726MATHCrossRef Céa J, Garreau S, Guillaume P, Masmoudi M (2000) The shape and topological optimizations connection. Comput Meth Appl Mech Eng 188:713–726MATHCrossRef
25.
Zurück zum Zitat Chan TF, Vese LA (2001) Active contours without edges. IEEE Trans Image Process 10:266–277MATHCrossRef Chan TF, Vese LA (2001) Active contours without edges. IEEE Trans Image Process 10:266–277MATHCrossRef
26.
Zurück zum Zitat Chan TF, Tai X-C (2003) Level set and total variation regularization for elliptic inverse problems with discontinuous coefficients. J Comput Phys 193:40–66MathSciNetCrossRef Chan TF, Tai X-C (2003) Level set and total variation regularization for elliptic inverse problems with discontinuous coefficients. J Comput Phys 193:40–66MathSciNetCrossRef
27.
Zurück zum Zitat Chung ET, Chan TF, Tai XC (2005) Electrical impedance tomography using level set representation and total variational regularization. J Comput Phys 205:357–372MathSciNetMATHCrossRef Chung ET, Chan TF, Tai XC (2005) Electrical impedance tomography using level set representation and total variational regularization. J Comput Phys 205:357–372MathSciNetMATHCrossRef
28.
Zurück zum Zitat DeCezaro A, Leitão A, Tai X-C (2009) On multiple level-set regularization methods for inverse problems. Inverse Prob 25:035004CrossRef DeCezaro A, Leitão A, Tai X-C (2009) On multiple level-set regularization methods for inverse problems. Inverse Prob 25:035004CrossRef
29.
Zurück zum Zitat Delfour MC, Zolésio J-P (1988) Shape sensitivity analysis via min max differentiability. SIAM J Control Optim 26:34–86CrossRef Delfour MC, Zolésio J-P (1988) Shape sensitivity analysis via min max differentiability. SIAM J Control Optim 26:34–86CrossRef
30.
Zurück zum Zitat Delfour MC, Zolésio J-P (2001) Shapes and geometries: analysis, differential calculus and optimization (SIAM advances in design and control). SIAM, PhiladelphiaMATH Delfour MC, Zolésio J-P (2001) Shapes and geometries: analysis, differential calculus and optimization (SIAM advances in design and control). SIAM, PhiladelphiaMATH
31.
Zurück zum Zitat Dorn O, Lesselier D (2006) Level set methods for inverse scattering. Inverse Prob 22:R67–R131. doi:10.1088/0266-5611/22/4/R01MathSciNetMATHCrossRef Dorn O, Lesselier D (2006) Level set methods for inverse scattering. Inverse Prob 22:R67–R131. doi:10.1088/0266-5611/22/4/R01MathSciNetMATHCrossRef
32.
Zurück zum Zitat Dorn O, Lesselier D (2009) Level set methods for inverse scattering - some recent developments. Inverse Prob 25:125001. doi:10.1088/0266-5611/25/12/125001MathSciNetCrossRef Dorn O, Lesselier D (2009) Level set methods for inverse scattering - some recent developments. Inverse Prob 25:125001. doi:10.1088/0266-5611/25/12/125001MathSciNetCrossRef
33.
Zurück zum Zitat Dorn O, Lesselier D 2007 Level set techniques for structural inversion in medical imaging. In: Deformable models. Springer, New York, pp 61–90CrossRef Dorn O, Lesselier D 2007 Level set techniques for structural inversion in medical imaging. In: Deformable models. Springer, New York, pp 61–90CrossRef
34.
Zurück zum Zitat Dorn O, Villegas R (2008) History matching of petroleum reservoirs using a level set technique. Inverse Prob 24:035015MathSciNetCrossRef Dorn O, Villegas R (2008) History matching of petroleum reservoirs using a level set technique. Inverse Prob 24:035015MathSciNetCrossRef
35.
Zurück zum Zitat Dorn O, Miller E, Rappaport C (2000) A shape reconstruction method for electromagnetic tomography using adjoint fields and level sets. Inverse Prob 16:1119–1156MathSciNetMATHCrossRef Dorn O, Miller E, Rappaport C (2000) A shape reconstruction method for electromagnetic tomography using adjoint fields and level sets. Inverse Prob 16:1119–1156MathSciNetMATHCrossRef
37.
Zurück zum Zitat Engl HW, Hanke M, Neubauer A (1996) Regularization of inverse problems (mathematics and its applications), vol 375. Kluwer, Dordrecht Engl HW, Hanke M, Neubauer A (1996) Regularization of inverse problems (mathematics and its applications), vol 375. Kluwer, Dordrecht
38.
Zurück zum Zitat Fang W (2007) Multi-phase permittivity reconstruction in electrical capacitance tomography by level set methods. Inverse Prob Sci Eng 15:213–247MATHCrossRef Fang W (2007) Multi-phase permittivity reconstruction in electrical capacitance tomography by level set methods. Inverse Prob Sci Eng 15:213–247MATHCrossRef
39.
Zurück zum Zitat Feijóo RA, Novotny AA, Taroco E, Padra C (2003) The topological derivative for the Poisson problem. Math Model Meth Appl Sci 13: 1–20CrossRef Feijóo RA, Novotny AA, Taroco E, Padra C (2003) The topological derivative for the Poisson problem. Math Model Meth Appl Sci 13: 1–20CrossRef
40.
Zurück zum Zitat Feijóo GR (2004) A new method in inverse scattering based on the topological derivative. Inverse Prob 20:1819–1840MATHCrossRef Feijóo GR (2004) A new method in inverse scattering based on the topological derivative. Inverse Prob 20:1819–1840MATHCrossRef
41.
Zurück zum Zitat Feng H, Karl WC, Castanon DA (2003) A curve evolution approach to object-based tomographic reconstruction. IEEE Trans Image Process 12:44–57MathSciNetCrossRef Feng H, Karl WC, Castanon DA (2003) A curve evolution approach to object-based tomographic reconstruction. IEEE Trans Image Process 12:44–57MathSciNetCrossRef
42.
Zurück zum Zitat Ferrayé R, Dauvignac JY, Pichot C (2003) An inverse scattering method based on contour deformations by means of a level set method using frequency hopping technique. IEEE Trans Antennas Propagat 51:1100–1113CrossRef Ferrayé R, Dauvignac JY, Pichot C (2003) An inverse scattering method based on contour deformations by means of a level set method using frequency hopping technique. IEEE Trans Antennas Propagat 51:1100–1113CrossRef
43.
Zurück zum Zitat Frühauf F, Scherzer O, Leitao A (2005) Analysis of regularization methods for the solution of ill-posed problems involving discontinuous operators. SIAM J Numer Anal 43:767–786MathSciNetMATHCrossRef Frühauf F, Scherzer O, Leitao A (2005) Analysis of regularization methods for the solution of ill-posed problems involving discontinuous operators. SIAM J Numer Anal 43:767–786MathSciNetMATHCrossRef
44.
Zurück zum Zitat González-Rodriguez P, Kindelan M, Moscoso M, Dorn O (2005) History matching problem in reservoir engineering using the propagation back-propagation method. Inverse Prob 21:565–590MATHCrossRef González-Rodriguez P, Kindelan M, Moscoso M, Dorn O (2005) History matching problem in reservoir engineering using the propagation back-propagation method. Inverse Prob 21:565–590MATHCrossRef
46.
Zurück zum Zitat Haber E (2004) A multilevel level-set method for optimizing eigenvalues in shape design problems. J Comput Phys 198:518–534MathSciNetMATHCrossRef Haber E (2004) A multilevel level-set method for optimizing eigenvalues in shape design problems. J Comput Phys 198:518–534MathSciNetMATHCrossRef
47.
Zurück zum Zitat Hackl B (2007) Methods for reliable topology changes for perimeter-regularized geometric inverse problems. SIAM J Numer Anal 45: 2201–2227MathSciNetMATHCrossRef Hackl B (2007) Methods for reliable topology changes for perimeter-regularized geometric inverse problems. SIAM J Numer Anal 45: 2201–2227MathSciNetMATHCrossRef
48.
Zurück zum Zitat Harabetian E, Osher S (1998) Regularization of ill-posed problems via the level set approach. SIAM J Appl Math 58:1689–1706MathSciNetMATHCrossRef Harabetian E, Osher S (1998) Regularization of ill-posed problems via the level set approach. SIAM J Appl Math 58:1689–1706MathSciNetMATHCrossRef
50.
Zurück zum Zitat Hintermüller M, Ring W (2003) A second order shape optimization approach for image segmentation. SIAM J Appl Math 64:442–467MathSciNetMATHCrossRef Hintermüller M, Ring W (2003) A second order shape optimization approach for image segmentation. SIAM J Appl Math 64:442–467MathSciNetMATHCrossRef
51.
Zurück zum Zitat Hou S, Solna K, Zhao H (2004) Imaging of location and geometry for extended targets using the response matrix. J Comput Phys 199:317–338MathSciNetMATHCrossRef Hou S, Solna K, Zhao H (2004) Imaging of location and geometry for extended targets using the response matrix. J Comput Phys 199:317–338MathSciNetMATHCrossRef
52.
Zurück zum Zitat Irishina N, Alvarez D, Dorn O, Moscoso M (2010) Structural level set inversion for microwave breast screening. Inverse Prob 26:035015MathSciNetCrossRef Irishina N, Alvarez D, Dorn O, Moscoso M (2010) Structural level set inversion for microwave breast screening. Inverse Prob 26:035015MathSciNetCrossRef
54.
Zurück zum Zitat Ito K (2002) Level set methods for variational problems and application. In: Desch W, Kappel F, Kunisch K (eds) Control and estimation of distributed parameter systems. Birkhäuser, Basel, pp 203–217 Ito K (2002) Level set methods for variational problems and application. In: Desch W, Kappel F, Kunisch K (eds) Control and estimation of distributed parameter systems. Birkhäuser, Basel, pp 203–217
55.
Zurück zum Zitat Jacob M, Bresler Y, Toronov V, Zhang X, Webb A (2006) Level set algorithm for the reconstruction of functional activation in near-infrared spectroscopic imaging. J Biomed Opt 11:064029CrossRef Jacob M, Bresler Y, Toronov V, Zhang X, Webb A (2006) Level set algorithm for the reconstruction of functional activation in near-infrared spectroscopic imaging. J Biomed Opt 11:064029CrossRef
56.
Zurück zum Zitat Kao CY, Osher S, Yablonovitch E (2005) Maximizing band gaps in two-dimentional photonic crystals by using level set methods. Appl Phys B 81:235–244CrossRef Kao CY, Osher S, Yablonovitch E (2005) Maximizing band gaps in two-dimentional photonic crystals by using level set methods. Appl Phys B 81:235–244CrossRef
57.
Zurück zum Zitat Klann E, Ramlau R, Ring W (2008) A Mumford-Shah level-set approach for the inversion and segmentation of SPECT/CT data. J Comput Phys 221:539–557 Klann E, Ramlau R, Ring W (2008) A Mumford-Shah level-set approach for the inversion and segmentation of SPECT/CT data. J Comput Phys 221:539–557
58.
Zurück zum Zitat Kortschak B, Brandstätter B (2005) A FEM-BEM approach using level-sets in electrical capacitance tomography. COMPEL 24: 591–605MATH Kortschak B, Brandstätter B (2005) A FEM-BEM approach using level-sets in electrical capacitance tomography. COMPEL 24: 591–605MATH
59.
Zurück zum Zitat Leitão A, Alves MM (2007) On level set type methods for elliptic Cauchy problems. Inverse Prob 23:2207–2222MATHCrossRef Leitão A, Alves MM (2007) On level set type methods for elliptic Cauchy problems. Inverse Prob 23:2207–2222MATHCrossRef
60.
Zurück zum Zitat Leitao A, Scherzer O (2003) On the relation between constraint regularization, level sets and shape optimization. Inverse Prob 19:L1–L11MathSciNetMATHCrossRef Leitao A, Scherzer O (2003) On the relation between constraint regularization, level sets and shape optimization. Inverse Prob 19:L1–L11MathSciNetMATHCrossRef
61.
Zurück zum Zitat Lie J, Lysaker M, Tai X (2006) A variant of the level set method and applications to image segmentation. Math Comput 75:1155–1174MathSciNetMATHCrossRef Lie J, Lysaker M, Tai X (2006) A variant of the level set method and applications to image segmentation. Math Comput 75:1155–1174MathSciNetMATHCrossRef
62.
Zurück zum Zitat Lie J, Lysaker M, Tai X (2006) A binary level set method and some applications for Mumford-Shah image segmentation. IEEE Trans Image Process 15:1171–1181CrossRef Lie J, Lysaker M, Tai X (2006) A binary level set method and some applications for Mumford-Shah image segmentation. IEEE Trans Image Process 15:1171–1181CrossRef
63.
Zurück zum Zitat Litman A, Lesselier D, Santosa D (1998) Reconstruction of a two-dimensional binary obstacle by controlled evolution of a level-set. Inverse Prob 14:685–706MathSciNetMATHCrossRef Litman A, Lesselier D, Santosa D (1998) Reconstruction of a two-dimensional binary obstacle by controlled evolution of a level-set. Inverse Prob 14:685–706MathSciNetMATHCrossRef
65.
Zurück zum Zitat Liu K, Yang X, Liu D et al (2010) Spectrally resolved three-dimensional bioluminescence tomography with a level-set strategy. J Opt Soc Am A 27:1413–1423CrossRef Liu K, Yang X, Liu D et al (2010) Spectrally resolved three-dimensional bioluminescence tomography with a level-set strategy. J Opt Soc Am A 27:1413–1423CrossRef
66.
Zurück zum Zitat Lu Z, Robinson BA (2006) Parameter identification using the level set method. Geophys Res Lett 33:L06404CrossRef Lu Z, Robinson BA (2006) Parameter identification using the level set method. Geophys Res Lett 33:L06404CrossRef
67.
Zurück zum Zitat Luo Z, Tong LY, Luo JZ et al (2009) Design of piezoelectric actuators using a multiphase level set method of piecewise constants. J Comput Phys 228:2643–2659MathSciNetMATHCrossRef Luo Z, Tong LY, Luo JZ et al (2009) Design of piezoelectric actuators using a multiphase level set method of piecewise constants. J Comput Phys 228:2643–2659MathSciNetMATHCrossRef
68.
Zurück zum Zitat Lysaker M, Chan TF, Li H, Tai X-C (2007) Level set method for positron emission tomography. Int J Biomed Imaging 2007:15. doi:10.1155/2007/26950 Lysaker M, Chan TF, Li H, Tai X-C (2007) Level set method for positron emission tomography. Int J Biomed Imaging 2007:15. doi:10.1155/2007/26950
69.
Zurück zum Zitat Masmoudi M, Pommier J, Samet B (2005) The topological asymptotic expansion for the Maxwell equations and some applications. Inverse Prob 21:547–564MathSciNetMATHCrossRef Masmoudi M, Pommier J, Samet B (2005) The topological asymptotic expansion for the Maxwell equations and some applications. Inverse Prob 21:547–564MathSciNetMATHCrossRef
70.
Zurück zum Zitat Mumford D, Shah J (1989) Optimal approximation by piecewise smooth functions and associated variational problems. Commun Pure Appl Math 42:577–685MathSciNetMATHCrossRef Mumford D, Shah J (1989) Optimal approximation by piecewise smooth functions and associated variational problems. Commun Pure Appl Math 42:577–685MathSciNetMATHCrossRef
71.
Zurück zum Zitat Natterer F, Wübbeling F (2001) Mathematical methods in image reconstruction (monographs on mathematical modeling and computation), vol 5. SIAM, PhiladelphiaCrossRef Natterer F, Wübbeling F (2001) Mathematical methods in image reconstruction (monographs on mathematical modeling and computation), vol 5. SIAM, PhiladelphiaCrossRef
72.
Zurück zum Zitat Nielsen LK, Li H, Tai XC, Aanonsen SI, Espedal M (2008) Reservoir description using a binary level set model. Comput Visual Sci 13(1):41–58MathSciNetCrossRef Nielsen LK, Li H, Tai XC, Aanonsen SI, Espedal M (2008) Reservoir description using a binary level set model. Comput Visual Sci 13(1):41–58MathSciNetCrossRef
73.
Zurück zum Zitat Novotny AA, Feijóo RA, Taroco E, Padra C (2003) Topological sensitivity analysis. Comput Meth Appl Mech Eng 192:803–829MATHCrossRef Novotny AA, Feijóo RA, Taroco E, Padra C (2003) Topological sensitivity analysis. Comput Meth Appl Mech Eng 192:803–829MATHCrossRef
74.
Zurück zum Zitat Osher S, Sethian JA (1988) Fronts propagating with curvature-dependent speed: algorithms based on Hamilton-Jacobi formulations. J Comput Phys 79:12–49MathSciNetMATHCrossRef Osher S, Sethian JA (1988) Fronts propagating with curvature-dependent speed: algorithms based on Hamilton-Jacobi formulations. J Comput Phys 79:12–49MathSciNetMATHCrossRef
75.
Zurück zum Zitat Osher S, Santosa F (2001) Level set methods for optimisation problems involving geometry and constraints I. Frequencies of a two-density inhomogeneous drum. J Comput Phys 171: 272–288MathSciNetMATHCrossRef Osher S, Santosa F (2001) Level set methods for optimisation problems involving geometry and constraints I. Frequencies of a two-density inhomogeneous drum. J Comput Phys 171: 272–288MathSciNetMATHCrossRef
76.
Zurück zum Zitat Osher S, Fedkiw R (2003) Level set methods and dynamic implicit surfaces. Springer, New YorkMATH Osher S, Fedkiw R (2003) Level set methods and dynamic implicit surfaces. Springer, New YorkMATH
77.
Zurück zum Zitat Park WK, Lesselier D (2009) Reconstruction of thin electromagnetic inclusions by a level set method. Inverse Prob 25:085010MathSciNetCrossRef Park WK, Lesselier D (2009) Reconstruction of thin electromagnetic inclusions by a level set method. Inverse Prob 25:085010MathSciNetCrossRef
78.
Zurück zum Zitat Ramananjaona C, Lambert M, Lesselier D, Zolésio J-P (2001) Shape reconstruction of buried obstacles by controlled evolution of a level set: from a min-max formulation to numerical experimentation. Inverse Prob 17:1087–1111MATHCrossRef Ramananjaona C, Lambert M, Lesselier D, Zolésio J-P (2001) Shape reconstruction of buried obstacles by controlled evolution of a level set: from a min-max formulation to numerical experimentation. Inverse Prob 17:1087–1111MATHCrossRef
79.
Zurück zum Zitat Ramananjaona C, Lambert M, Lesselier D, Zolésio J-P (2002) On novel developments of controlled evolution of level sets in the field of inverse shape problems. Radio Sci 37:8010CrossRef Ramananjaona C, Lambert M, Lesselier D, Zolésio J-P (2002) On novel developments of controlled evolution of level sets in the field of inverse shape problems. Radio Sci 37:8010CrossRef
80.
Zurück zum Zitat Ramlau R, Ring W (2007) A Mumford-Shah level-set approach for the inversion and segmentation of X-ray tomography data. J Comput Phys 221:539–557MathSciNetMATHCrossRef Ramlau R, Ring W (2007) A Mumford-Shah level-set approach for the inversion and segmentation of X-ray tomography data. J Comput Phys 221:539–557MathSciNetMATHCrossRef
81.
Zurück zum Zitat Rocha de Faria J, Novotny AA, Feijóo RA, Taroco E (2009) First- and second-order topological sensitivity analysis for inclusions. Inverse Prob Sci Eng 17:665–679MATHCrossRef Rocha de Faria J, Novotny AA, Feijóo RA, Taroco E (2009) First- and second-order topological sensitivity analysis for inclusions. Inverse Prob Sci Eng 17:665–679MATHCrossRef
82.
83.
Zurück zum Zitat Schumacher A, Kobolev VV, Eschenauer HA (1994) Bubble method for topology and shape optimization of structures. J Struct Optim 8:42–51CrossRef Schumacher A, Kobolev VV, Eschenauer HA (1994) Bubble method for topology and shape optimization of structures. J Struct Optim 8:42–51CrossRef
84.
Zurück zum Zitat Schweiger M, Arridge SR, Dorn O, Zacharopoulos A, Kolehmainen V (2006) Reconstructing absorption and diffusion shape profiles in optical tomography using a level set technique. Opt Lett 31:471–473CrossRef Schweiger M, Arridge SR, Dorn O, Zacharopoulos A, Kolehmainen V (2006) Reconstructing absorption and diffusion shape profiles in optical tomography using a level set technique. Opt Lett 31:471–473CrossRef
85.
Zurück zum Zitat Sethian JA (1999) Level set methods and fast marching methods, 2nd edn. Cambridge University Press, CambridgeMATH Sethian JA (1999) Level set methods and fast marching methods, 2nd edn. Cambridge University Press, CambridgeMATH
86.
87.
Zurück zum Zitat Sokolowski J, Zolésio J-P (1992) Introduction to shape optimization: shape sensitivity analysis (springer series in computational mathematics), vol 16. Springer, BerlinMATH Sokolowski J, Zolésio J-P (1992) Introduction to shape optimization: shape sensitivity analysis (springer series in computational mathematics), vol 16. Springer, BerlinMATH
88.
Zurück zum Zitat Soleimani M (2007) Level-set method applied to magnetic induction tomography using experimental data. Res Nondestr Eval 18(1): 1–12MathSciNetCrossRef Soleimani M (2007) Level-set method applied to magnetic induction tomography using experimental data. Res Nondestr Eval 18(1): 1–12MathSciNetCrossRef
89.
Zurück zum Zitat Soleimani M, Lionheart WRB, Dorn O (2005) Level set reconstruction of conductivity and permittivity from boundary electrical measurements using experimental data. Inverse Prob Sci Eng 14:193–210CrossRef Soleimani M, Lionheart WRB, Dorn O (2005) Level set reconstruction of conductivity and permittivity from boundary electrical measurements using experimental data. Inverse Prob Sci Eng 14:193–210CrossRef
90.
Zurück zum Zitat Soleimani M, Dorn O, Lionheart WRB (2006) A narrowband level set method applied to EIT in brain for cryosurgery monitoring. IEEE Trans Biomed Eng 53:2257–2264CrossRef Soleimani M, Dorn O, Lionheart WRB (2006) A narrowband level set method applied to EIT in brain for cryosurgery monitoring. IEEE Trans Biomed Eng 53:2257–2264CrossRef
91.
Zurück zum Zitat Suri JS, Liu K, Singh S, Laxminarayan SN, Zeng X, Reden L (2002) Shape recovery algorithms using level sets in 2D/3D medical imagery: a state-of-the-art review. IEEE Trans Inf Technol Biomed 6:8–28CrossRef Suri JS, Liu K, Singh S, Laxminarayan SN, Zeng X, Reden L (2002) Shape recovery algorithms using level sets in 2D/3D medical imagery: a state-of-the-art review. IEEE Trans Inf Technol Biomed 6:8–28CrossRef
92.
Zurück zum Zitat Tai X-C, Chan TF (2004) A survey on multiple level set methods with applications for identifying piecewise constant functions. Int J Numer Anal Model 1:25–47MathSciNetMATH Tai X-C, Chan TF (2004) A survey on multiple level set methods with applications for identifying piecewise constant functions. Int J Numer Anal Model 1:25–47MathSciNetMATH
93.
Zurück zum Zitat van den Doel K et al (2007) Dynamic level set regularization for large distributed parameter estimation problems. Inverse Prob 23: 1271–1288MATHCrossRef van den Doel K et al (2007) Dynamic level set regularization for large distributed parameter estimation problems. Inverse Prob 23: 1271–1288MATHCrossRef
94.
Zurück zum Zitat Van den Doel K, Ascher UM (2006) On level set regularization for highly ill-posed distributed parameter estimation problems. J Comput Phys 216:707–723MathSciNetMATHCrossRef Van den Doel K, Ascher UM (2006) On level set regularization for highly ill-posed distributed parameter estimation problems. J Comput Phys 216:707–723MathSciNetMATHCrossRef
95.
Zurück zum Zitat Vese LA, Chan TF (2002) A multiphase level set framework for image segmentation using the Mumford-Shah model. Int J Comput Vision 50:271–293MATHCrossRef Vese LA, Chan TF (2002) A multiphase level set framework for image segmentation using the Mumford-Shah model. Int J Comput Vision 50:271–293MATHCrossRef
96.
Zurück zum Zitat Wang M, Wang X (2004) Color level sets: a multi-phase method for structural topology optimization with multiple materials. Comput Meth Appl Mech Eng 193:469–496MATHCrossRef Wang M, Wang X (2004) Color level sets: a multi-phase method for structural topology optimization with multiple materials. Comput Meth Appl Mech Eng 193:469–496MATHCrossRef
97.
Zurück zum Zitat Wei P, Wang MY (2009) Piecewise constant level set method for structural topology optimization. Int J Numer Methods Eng 78(4): 379–402MathSciNetMATHCrossRef Wei P, Wang MY (2009) Piecewise constant level set method for structural topology optimization. Int J Numer Methods Eng 78(4): 379–402MathSciNetMATHCrossRef
98.
Zurück zum Zitat Ye JC, Bresler Y, Moulin P (2002) A self-referencing level-set method for image reconstruction from sparse Fourier samples. Int J Comput Vision 50:253–270MATHCrossRef Ye JC, Bresler Y, Moulin P (2002) A self-referencing level-set method for image reconstruction from sparse Fourier samples. Int J Comput Vision 50:253–270MATHCrossRef
99.
Zurück zum Zitat Zhao H-K, Chan T, Merriman B, Osher S (1996) A variational level set approach to multiphase motion. J Comput Phys 127:179–195MathSciNetMATHCrossRef Zhao H-K, Chan T, Merriman B, Osher S (1996) A variational level set approach to multiphase motion. J Comput Phys 127:179–195MathSciNetMATHCrossRef
Metadaten
Titel
Level Set Methods for Structural Inversion and Image Reconstruction
verfasst von
Oliver Dorn
Dominique Lesselier
Copyright-Jahr
2011
Verlag
Springer New York
DOI
https://doi.org/10.1007/978-0-387-92920-0_10

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