Time-delay regularization of anisotropic diffusion and image processing

Abdelmounim Belahmidi; Antonin Chambolle

ESAIM: Mathematical Modelling and Numerical Analysis (2010)

  • Volume: 39, Issue: 2, page 231-251
  • ISSN: 0764-583X

Abstract

top
We study a time-delay regularization of the anisotropic diffusion model for image denoising of Perona and Malik [IEEE Trans. Pattern Anal. Mach. Intell12 (1990) 629–639], which has been proposed by Nitzberg and Shiota [IEEE Trans. Pattern Anal. Mach. Intell14 (1998) 826–835]. In the two-dimensional case, we show the convergence of a numerical approximation and the existence of a weak solution. Finally, we show some experiments on images.

How to cite

top

Belahmidi, Abdelmounim, and Chambolle, Antonin. "Time-delay regularization of anisotropic diffusion and image processing." ESAIM: Mathematical Modelling and Numerical Analysis 39.2 (2010): 231-251. <http://eudml.org/doc/194261>.

@article{Belahmidi2010,
abstract = { We study a time-delay regularization of the anisotropic diffusion model for image denoising of Perona and Malik [IEEE Trans. Pattern Anal. Mach. Intell12 (1990) 629–639], which has been proposed by Nitzberg and Shiota [IEEE Trans. Pattern Anal. Mach. Intell14 (1998) 826–835]. In the two-dimensional case, we show the convergence of a numerical approximation and the existence of a weak solution. Finally, we show some experiments on images. },
author = {Belahmidi, Abdelmounim, Chambolle, Antonin},
journal = {ESAIM: Mathematical Modelling and Numerical Analysis},
keywords = {Image restoration; edge detection; Perona-Malik equation; time-delay regularization.},
language = {eng},
month = {3},
number = {2},
pages = {231-251},
publisher = {EDP Sciences},
title = {Time-delay regularization of anisotropic diffusion and image processing},
url = {http://eudml.org/doc/194261},
volume = {39},
year = {2010},
}

TY - JOUR
AU - Belahmidi, Abdelmounim
AU - Chambolle, Antonin
TI - Time-delay regularization of anisotropic diffusion and image processing
JO - ESAIM: Mathematical Modelling and Numerical Analysis
DA - 2010/3//
PB - EDP Sciences
VL - 39
IS - 2
SP - 231
EP - 251
AB - We study a time-delay regularization of the anisotropic diffusion model for image denoising of Perona and Malik [IEEE Trans. Pattern Anal. Mach. Intell12 (1990) 629–639], which has been proposed by Nitzberg and Shiota [IEEE Trans. Pattern Anal. Mach. Intell14 (1998) 826–835]. In the two-dimensional case, we show the convergence of a numerical approximation and the existence of a weak solution. Finally, we show some experiments on images.
LA - eng
KW - Image restoration; edge detection; Perona-Malik equation; time-delay regularization.
UR - http://eudml.org/doc/194261
ER -

References

top
  1. L. Alvarez, F. Guichard, P.-L. Lions and J.-M. Morel, Axioms and fundamental equations of image processing. Arch. Rational Mech. Anal.123 (1993) 199–257.  
  2. A. Belahmidi, Équations aux dérivées partielles appliquées à la restauration et à l'agrandissement des images. Ph.D. thesis, CEREMADE, Université de Paris-Dauphine, Paris (2003). Available at .  URIhttp://tel.ccsd.cnrs.fr
  3. J. Canny, A computational approach to edge detection. IEEE Trans. Pattern Anal. Mach. Intell.8 (1986) 679–698.  
  4. F. Catté, P.-L. Lions, J.-M. Morel and T. Coll, Image selective smoothing and edge detection by nonlinear diffusion. SIAM J. Numer. Anal.29 (1992) 182–193.  
  5. P.G. Ciarlet, Introduction à l'analyse numérique matricielle et à l'optimisation. Collection Mathématiques Appliquées pour la Maîtrise. Masson, Paris (1982).  
  6. G.H. Cottet and M. El-Ayyadi, A volterra type model for image processing. IEEE Trans. Image Process.7 (1998) 292–303.  
  7. S. Esedoḡlu, An analysis of the Perona-Malik scheme. Comm. Pure Appl. Math.54 (2001) 1442–1487.  
  8. Y. Giga and S. Goto, Motion of hypersurfaces and geometric equations. J. Math. Soc. Japan44 (1992) 99–111.  
  9. D. Gilbarg and N.S. Trudinger, Elliptic partial differential equations of second order. Classics in Mathematics. Springer-Verlag, Berlin (2001). Reprint of the 1998 edition.  
  10. E. Heinz, An elementary analytic theory of the degree of mapping in n-dimensional space. J. Math. Mech.8 (1959) 231–247.  
  11. K. Höllig and J.A. Nohel, A diffusion equation with a nonmonotone constitutive function, in Systems of nonlinear partial differential equations (Oxford, 1982), Reidel, Dordrecht. NATO Adv. Sci. Inst. Ser. C: Math. Phys. Sci.111 (1983) 409–422.  
  12. O. Kavian, Introduction à la théorie des points critiques et applications aux problèmes elliptiques, volume 13 of Mathématiques & Applications (Berlin). Springer-Verlag, Paris (1993).  
  13. B. Kawohl and N. Kutev, Maximum and comparison principle for one-dimensional anisotropic diffusion. Math. Ann.311 (1998) 107–123.  
  14. S. Kichenassamy, The Perona-Malik paradox. SIAM J. Appl. Math.57 (1997) 1328–1342.  
  15. D. Marr and E. Hildreth, Theory of edge detection. Proc. Roy. Soc. London B.207 (1980) 187–217.  
  16. N.G. Meyers, An Lpe-estimate for the gradient of solutions of second order elliptic divergence equations. Ann. Scuola Norm. Sup. Pisa17 (1963) 189–206.  
  17. M. Nitzberg and T. Shiota, Nonlinear image filtering with edge and corner enhancement. IEEE Trans. Pattern Anal. Mach. Intell.14 (1992) 826–833.  
  18. P. Perona and J. Malik, Scale-space and edge detection using anisotropic diffusion. IEEE Trans. Pattern Anal. Mach. Intell.12 (1990) 629–639.  
  19. R.T. Whitaker and S.M. Pizer, A multi-scale approach to nonuniform diffusion. CVGIP: Image Underst.57 (1993) 99–110.  
  20. Y. You, W. Xu, A. Tannenbaum and M. Kaveh, Behavioral analysis of anisotropic diffusion in image processing. IEEE Trans. Image Process.5 (1996) 1539–1553.  

NotesEmbed ?

top

You must be logged in to post comments.

To embed these notes on your page include the following JavaScript code on your page where you want the notes to appear.

Only the controls for the widget will be shown in your chosen language. Notes will be shown in their authored language.

Tells the widget how many notes to show per page. You can cycle through additional notes using the next and previous controls.

    
                

Note: Best practice suggests putting the JavaScript code just before the closing </body> tag.