Mathematical analysis/Partial differential equations
Non-convex, non-local functionals converging to the total variation
[Convergence de fonctionnelles non convexes et non locales vers la variation totale]
Comptes Rendus. Mathématique, Tome 355 (2017) no. 1, pp. 24-27.

Nous présentons des résultats nouveaux concernant l'approximation de la variation totale Ω|u| d'une fonction u par des fonctionnelles non convexes et non locales de la forme

Λδ(u)=ΩΩδφ(|u(x)u(y)|/δ)|xy|d+1dxdy,
quand δ0, où Ω est un domaine de Rd et φ:[0,+)[0,+) est une fonction croissante vérifiant certaines hypothèses. Le mode de convergence est extrêmement délicat et de nombreux problèmes restent ouverts. La motivation provient du traitement d'images.

We present new results concerning the approximation of the total variation, Ω|u|, of a function u by non-local, non-convex functionals of the form

Λδ(u)=ΩΩδφ(|u(x)u(y)|/δ)|xy|d+1dxdy,
as δ0, where Ω is a domain in Rd and φ:[0,+)[0,+) is a non-decreasing function satisfying some appropriate conditions. The mode of convergence is extremely delicate, and numerous problems remain open. The original motivation of our work comes from Image Processing.

Reçu le :
Accepté le :
Publié le :
DOI : 10.1016/j.crma.2016.11.002
Brezis, Haïm 1, 2, 3 ; Nguyen, Hoai-Minh 4

1 Department of Mathematics, Hill Center, Busch Campus, 110 Frelinghuysen Road, Piscataway, NJ 08854, USA
2 Department of Mathematics, Technion, Israel Institute of Technology, 32.000 Haifa, Israel
3 Laboratoire Jacques-Louis-Lions, Université Pierre-et-Marie-Curie, 4, place Jussieu, 75252 Paris cedex 05, France
4 École polytechnique fédérale de Lausanne, EPFL, SB MATHAA CAMA, Station 8, CH-1015 Lausanne, Switzerland
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Brezis, Haïm; Nguyen, Hoai-Minh. Non-convex, non-local functionals converging to the total variation. Comptes Rendus. Mathématique, Tome 355 (2017) no. 1, pp. 24-27. doi : 10.1016/j.crma.2016.11.002. http://www.numdam.org/articles/10.1016/j.crma.2016.11.002/

[1] Bourgain, J.; Brezis, H.; Mironescu, P. Another look at Sobolev spaces (Menaldi, J.L.; Rofman, E.; Sulem, A., eds.), Optimal Control and Partial Differential Equations: A Volume in Honour of A. Bensoussan's 60th Birthday, IOS Press, 2001, pp. 439-455

[2] Bourgain, J.; Brezis, H.; Mironescu, P. Limiting embedding theorems for Ws,p when s1 and applications, J. Anal. Math., Volume 87 (2002), pp. 77-101

[3] Bourgain, J.; Nguyen, H.-M. A new characterization of Sobolev spaces, C. R. Acad. Sci. Paris, Ser. I, Volume 343 (2006), pp. 75-80

[4] Brezis, H. How to recognize constant functions. Connections with Sobolev spaces, Usp. Mat. Nauk, Volume 57 (2002), pp. 59-74 (A volume in honor of M. Vishik. English translation in Russ. Math. Surv., 57, 2002, pp. 693-708)

[5] Brezis, H. New approximations of the total variation and filters in Imaging, Atti Accad. Naz. Lincei, Rend. Lincei, Mat. Appl., Volume 26 (2015), pp. 223-240

[6] Brezis, H.; Nguyen, H.-M. On a new class of functions related to VMO, C. R. Acad. Sci. Paris, Ser. I, Volume 349 (2011), pp. 157-160

[7] Brezis, H.; Nguyen, H.-M. Non-local functionals related to the total variation and applications in Image Processing, 2016 (submitted for publication) | arXiv

[8] Buades, A.; Coll, B.; Morel, J.M. Image denoising methods. A new nonlocal principle, SIAM Rev., Volume 52 (2010), pp. 113-147

[9] Davila, J. On an open question about functions of bounded variation, Calc. Var. Partial Differ. Equ., Volume 15 (2002), pp. 519-527

[10] Nguyen, H.-M. Some new characterizations of Sobolev spaces, J. Funct. Anal., Volume 237 (2006), pp. 689-720

[11] Nguyen, H.-M. Γ-convergence and Sobolev norms, C. R. Acad. Sci. Paris, Ser. I, Volume 345 (2007), pp. 679-684

[12] Nguyen, H.-M. Further characterizations of Sobolev spaces, J. Eur. Math. Soc., Volume 10 (2008), pp. 191-229

[13] Nguyen, H.-M. Γ-convergence, Sobolev norms, and BV functions, Duke Math. J., Volume 157 (2011), pp. 495-533

[14] Nguyen, H.-M. Some inequalities related to Sobolev norms, Calc. Var. Partial Differ. Equ., Volume 41 (2011), pp. 483-509

[15] Nguyen, H.-M. Estimates for the topological degree and related topics, J. Fixed Point Theory, Volume 15 (2014), pp. 185-215

[16] Rudin, L.I.; Osher, S.; Fatemi, E. Nonlinear total variation based noise removal algorithms, Physica D, Volume 60 (1992), pp. 259-268

[17] Yaroslavsky, L.P.; Eden, M. Fundamentals of Digital Optics, Springer, 1996

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