Abstract
We consider a variational approach to the problem of recovering missing parts in a panchromatic digital image. Representing the image by a scalar function u, we propose a model based on the relaxation of the energy
which takes into account the perimeter of the level sets of u as well as the LP norm of the mean curvature along their boundaries. We investigate the properties of this variational model and the existence of minimizing functions in BV. We also address related issues for integral varifolds with generalized mean curvature in LP.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Allard, W.K. (1972), On the first variation of a varifold, Ann. of Math. 95 (2), 417–491.
Alvarez, L., Gousseau, Y. and Morel, J.-M. (1999), The size of objects in natural and artificial images, Adv. Imaging Electr. Phys. 111, 167–242.
Ambrosio, L., Fusco, N. and Pallara, D. (2000), Functions of Bounded Variation and Free Discontinuity Problems,Oxford University Press.
Ambrosio, L. and Masnou, S. (2003), A direct variational approach to a problem arising in image reconstruction, Interfaces and Free Boundaries, To appear.
Ballester, C., Bertalmio, M., Caselles, V., Sapiro, G. and Verdera, J. (2001), Filling-in by joint interpolation of vector fields and gray levels, IEEE Trans. On Image Processing.
Bellettini, G., Dal Maso G. and Paolini, M. (1993), Semicontinuity and relaxation properties of a curvature depending functional in 2D, Ann. Scuola Norm. Sup. Pisa Cl. Sci (4) 20, no 2, 247–297.
Bertalmio, M., Bertozzi, A. L. and Sapiro, G. (2001), Navier-Stokes,fluid dynamics and image and video inpainting, IMA preprint.
Brakke, K. (1978), The motion of a surface by its mean curvature,Princeton University Press.
Chan, T.F., Kang, S.H. and Shen, J. (2002), Euler’s elastica and curvature based inpainting, SIAM J. Appl. Math., 63 (2), 564–592.
Chan, T.F. and Shen, J. (2001), Mathematical models for local deterministic inpaintings,SIAM J. Appl. Math., 62 (3), 1019–1043.
Cohen, A., Dahmen, W, Daubechies, I and DeVore, R. (2002), Harmonic analysis of the space BV, submitted to Revista Mathematica Iberoamericana.
Duggan, J.P. (1986), W2,p regularity for varifolds with mean curvature, Comm. Partial Diff. Equations, 11, 903–926.
Efros, A. and Freeman, W. (2001), Image quilting for texture synthesis and transfer, Proc. of SIGGRAPH’01, Los Angeles, California, 341–346.
Efros, A. and Leung, T. (1999), Texture synthesis by non-parametric sampling, Int. Conf. on Comp. Vision, Vol. 2, 1033–1038.
Esedoglu, S. and Shen, J. (2002), Digital inpainting based on the Mumford-ShahEuler image model,European J. Appl. Math., 13, 353–370.
Federer, H. (1969), Geometric Measure Theory,Springer Verlag.
Giusti, E. (1994), Minimal surfaces and functions of bounded variations, Birkhäuser.
Hutchinson, J.E. (1986), Cl’`“ multiple function regularity and tangent cone behaviour for varifold with second fundamental form in LP, in: Geometric measure theory and the calculus of variations, W.K. Allard and F.J. Almgren eds., Proc. Symp. Pure Math., 44, Am. Math. Soc., 281–306.
Kanizsa, G. (1979), Organisation in Vision, New-York: Praeger.
Liang, L., Liu, C., Xu, Y, Guo, B. and Shum, H.-Y. (2001) Real-time texture synthesis by patch-based sampling, Microsoft Res. Tech. Rep., MSR-TR-2001–40, March 2001.
Masnou, S. and Morel, J.-M. (1998), Level lines based disocclusion, Proc. ICIP’98 IEEE Int. Conf. on Image Processing, Chicago, USA, 3, 259–263.
Masnou, S. (2002), Disocclusion: a variational approach using level lines, IEEE Trans. on Image Processing, 11 (2), 68–76.
Nitzberg, M., Mumford, D. and Shiota, T. (1993), Filtering, Segmentation and Depth, Lecture Notes in Computer Science, Vol. 662, Springer-Verlag, Berlin.
Rudin, L. and Osher, S (1994), Total variation based image restoration with free local constraints, Proc. of the IEEE ICIP’94, Austin, Texas, Vol 1, 31–35.
Schätzle, R. (2000), Quadratic tilt-excess decay and strong maximum principle for varifolds,Preprint.
Simon, L. (1983), Lectures on geometric measure theory, Proc. Centre for Math. Anal., Australian Nat. Univ.,3.
Wei, L.-Y., and Levoy, M (2000), Fast texture synthesis using tree-structured vector quantization, Proc. of SIGGRAPH 2000, 479–488.
Zhu, S., Wu, Y. and Mumford, D. (1998), Filters, random fields and maximum entropy (FRAME)—towards a unified theory for texture modeling, Int. Journal of Comp. Vision, 27 (2), 107–126.
Ziemer, W.P. (1989), Weakly differentiable functions, Springer Verlag.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2003 Springer Basel AG
About this paper
Cite this paper
Ambrosio, L., Masnou, S. (2003). On a Variational Problem Arising in Image Reconstruction. In: Colli, P., Verdi, C., Visintin, A. (eds) Free Boundary Problems. ISNM International Series of Numerical Mathematics, vol 147. Birkhäuser, Basel. https://doi.org/10.1007/978-3-0348-7893-7_2
Download citation
DOI: https://doi.org/10.1007/978-3-0348-7893-7_2
Publisher Name: Birkhäuser, Basel
Print ISBN: 978-3-0348-9613-9
Online ISBN: 978-3-0348-7893-7
eBook Packages: Springer Book Archive