An Analysis And Implementation Of The Bm3d Image Denoising Method

IMAGE PROCESSING ON LINE(2012)

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摘要
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 new notation. We hope this new notation is more transparent than in the original paper. A final index gives nonetheless the correspondence between the new notation and the original notation.
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关键词
denoising, sparsity, adaptive grouping, block-matching 3D-transform shrinkage
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