A review of Bandlet methods for geometrical image representation

被引:74
作者
Mallat, Stephane [1 ]
Peyre, Gabriel
机构
[1] Univ Paris 09, CEREMADE, F-75775 Paris, France
[2] Ecole Polytech, CMAP, F-91128 Palaiseau, France
关键词
orthogonal bandlets; wavelets; image compression; image denoising; super-resolution; texture synthesis; ORTHONORMAL BASES; APPROXIMATION; ALGORITHMS;
D O I
10.1007/s11075-007-9092-4
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This article reviews bandlet approaches to geometric image representations. Orthogonal bandlets using an adaptive segmentation and a local geometric flow well suited to capture the anisotropic regularity of edge structures. They are constructed with a "bandletization" which is a local orthogonal transformation applied to wavelet coefficients. The approximation in these bandlet bases exhibits an asymptotically optimal decay for images that are regular outside a set of regular edges. These bandlets can be used to perform image compression and noise removal. More flexible orthogonal bandlets with less vanishing moments are constructed with orthogonal grouplets that group wavelet coefficients alon a multiscale association field. Applying a translation invariant grouplet transform over a translation invariant wavelet frame leads to state of the art results for image denoising and super-resolution.
引用
收藏
页码:205 / 234
页数:30
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