We propose a new model for segmenting piecewise constant images with irregular object boundaries: a variant of the Chan-Vese model [T. F. Chan and L. A. Vese, IEEE Trans. Image Process., 10 (2000), pp. 266-277], where the length penalization of the boundaries is replaced by the area of their neighborhood of thickness e. Our aim is to keep fine details and irregularities of the boundaries while denoising additive Gaussian noise. For the numerical computation we revisit the classical BV level set formulation [S. Osher and J. A. Sethian, J. Comput. Phys., 79 (1988), pp. 12-49] considering suitable Lipschitz level set functions instead of BV ones.

A VARIATIONAL MODEL FOR INFINITE PERIMETER SEGMENTATIONS BASED ON LIPSCHITZ LEVEL SET FUNCTIONS: DENOISING WHILE KEEPING FINELY OSCILLATORY BOUNDARIES / M., Barchiesi; S. H., Kang; T. M., Le; M., Morini; Ponsiglione, Marcello. - In: MULTISCALE MODELING & SIMULATION. - ISSN 1540-3459. - STAMPA. - 8:5(2010), pp. 1715-1741. [10.1137/090773659]

A VARIATIONAL MODEL FOR INFINITE PERIMETER SEGMENTATIONS BASED ON LIPSCHITZ LEVEL SET FUNCTIONS: DENOISING WHILE KEEPING FINELY OSCILLATORY BOUNDARIES

MORINI, MARCO;PONSIGLIONE, Marcello
2010

Abstract

We propose a new model for segmenting piecewise constant images with irregular object boundaries: a variant of the Chan-Vese model [T. F. Chan and L. A. Vese, IEEE Trans. Image Process., 10 (2000), pp. 266-277], where the length penalization of the boundaries is replaced by the area of their neighborhood of thickness e. Our aim is to keep fine details and irregularities of the boundaries while denoising additive Gaussian noise. For the numerical computation we revisit the classical BV level set formulation [S. Osher and J. A. Sethian, J. Comput. Phys., 79 (1988), pp. 12-49] considering suitable Lipschitz level set functions instead of BV ones.
2010
variational methods; denoising; segmentation; level set
01 Pubblicazione su rivista::01a Articolo in rivista
A VARIATIONAL MODEL FOR INFINITE PERIMETER SEGMENTATIONS BASED ON LIPSCHITZ LEVEL SET FUNCTIONS: DENOISING WHILE KEEPING FINELY OSCILLATORY BOUNDARIES / M., Barchiesi; S. H., Kang; T. M., Le; M., Morini; Ponsiglione, Marcello. - In: MULTISCALE MODELING & SIMULATION. - ISSN 1540-3459. - STAMPA. - 8:5(2010), pp. 1715-1741. [10.1137/090773659]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/375926
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