Abstract
In this paper we present the 3D-implementation of a second-order model for texture extraction that has been fully described in (Bergounioux and Piffet, Set Valued Anal. Variational Anal. 18(3–4):277–306 (2010)). Numerical experimentation has been performed for 2D-images. We generalize the discrete model to the 3D case. In particular we describe the whole discretization process. In addition, we add an algorithmic modification that improves texture extraction using a modified Hessian matrix. We end with numerical examples arising in biomedical imaging.
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References
Ambrosio, L., Fusco, N., Pallara, D.: Functions of bounded variation and free discontinuity problems, Oxford mathematical monographs. Oxford University Press, Oxford (2000)
Attouch, H., Buttazzo, G., Michaille, G.: Variational analysis in Sobolev and BV spaces: applications to PDEs and optimization. MPS-SIAM series on optimization (2006)
Bergounioux, M., Piffet, L.: A second-order model for image denoising. Set Valued Anal. Variational Anal. 18(3–4), 277–306 (2010)
Bergounioux, M.: On Poincaré-Wirtinger inequalities in spaces of functions of bounded variation, preprint (2010). http://hal.archives-ouvertes.fr/hal-00515451/fr/
Bredies, K., Kunisch, K., Pock, T.: Total Generalized Variation, preprint (2009)
Chambolle, A.: An algorithm for total variation minimization and applications. J. Math. Imaging Vis. 20, 89–97 (2004)
Demengel, F., Fonctions à hessien borné, Annales de l’institut Fourier 34(2), 155–190 (1984)
Echegut, R., Piffet, L.: A variational model for image texture identification. In: Diehl, M., Glineur, F., Jarlebring, E., Michiels, W. (eds.) Recent Advances in Optimization and Its Applications in Engineering. Springer, Berlin (2010)
Evans, L.C., Gariepy, R.: Measure Theory and Fine Properties of Functions. CRC, London (1992)
Piffet, L.: Modèles variationnels du second ordre pour l’extraction de textures 2D, Ph.D. Thesis, Orléans (2010)
Piffet, L.: A locally anisotropic model for image texture extraction. In: Bergounioux, M. (ed.) Mathematical Image Processing. Springer, Heidelberg (2011)
Weiss, P., Blanc-FŐraud, L., Aubert, G.: Efficient schemes for total variation minimization under constraints in image processing. SIAM J. Sci. Comput. 31(3), 2047–2080 (2009)
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Bergounioux, M., Tran, M.P. (2011). A Second Order Model for 3D-Texture Extraction. In: Bergounioux, M. (eds) Mathematical Image Processing. Springer Proceedings in Mathematics, vol 5. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-19604-1_2
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DOI: https://doi.org/10.1007/978-3-642-19604-1_2
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Online ISBN: 978-3-642-19604-1
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