An Analysis and Implementation of the BM3D Image Denoising Method

BM3D is a recent denoising method based on the fact that an image has a locally sparse representation in transform domain. This sparsity is enhanced by grouping similar 2D image patches into 3D groups. In this paper we propose an open-source implementation of the method. We discuss the choice of all...

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Veröffentlicht in:Image processing on line 2012-08, Vol.2, p.175-213
1. Verfasser: Lebrun, Marc
Format: Artikel
Sprache:eng
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Zusammenfassung:BM3D is a recent denoising method based on the fact that an image has a locally sparse representation in transform domain. This sparsity is enhanced by grouping similar 2D image patches into 3D groups. In this paper we propose an open-source implementation of the method. We discuss the choice of all parameter methods and confirm their actual optimality. The description of the method is rewritten with a a more transparent notation that in the original paper. A final index gives nonetheless the correspondence between the new notation and the original notation.
ISSN:2105-1232
2105-1232
DOI:10.5201/ipol.2012.l-bm3d