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Recently, compressed sensing techniques in combination with both wavelet and directional representation systems have been very effectively applied to the problem of image inpainting. However, a mathematical analysis of these techniques…

泛函分析 · 数学 2012-11-29 Emily J. King , Gitta Kutyniok , Xiaosheng Zhuang

Shearlet theory has become a central tool in analyzing and representing 2D data with anisotropic features. Shearlet systems are systems of functions generated by one single generator with parabolic scaling, shearing, and translation…

泛函分析 · 数学 2010-11-23 Gitta Kutyniok , Jakob Lemvig , Wang-Q Lim

Over the past years, various representation systems which sparsely approximate functions governed by anisotropic features such as edges in images have been proposed. We exemplarily mention the systems of contourlets, curvelets, and…

数值分析 · 数学 2011-06-13 G. Kutyniok , W. -Q Lim , X. Zhuang

Over the past years, various representation systems which sparsely approximate functions governed by anisotropic features such as edges in images have been proposed. We exemplarily mention the systems of contourlets, curvelets, and…

数值分析 · 数学 2012-04-01 Gitta Kutyniok , Wang-Q Lim , Xiaosheng Zhuang

Multivariate functions are typically governed by anisotropic features such as edges in images or shock fronts in solutions of transport-dominated equations. One major goal both for the purpose of compression as well as for an efficient…

泛函分析 · 数学 2011-08-08 Gitta Kutyniok , Jakob Lemvig , Wang-Q Lim

Multivariate problems are typically governed by anisotropic features such as edges in images. A common bracket of most of the various directional representation systems which have been proposed to deliver sparse approximations of such…

数值分析 · 数学 2011-06-08 Gitta Kutyniok , Morteza Shahram , Xiaosheng Zhuang

Wavelets and their associated transforms are highly efficient when approximating and analyzing one-dimensional signals. However, multivariate signals such as images or videos typically exhibit curvilinear singularities, which wavelets are…

数值分析 · 数学 2017-11-15 Gitta Kutyniok , Wang-Q Lim , Rafael Reisenhofer

Shearlet systems have been introduced as directional representation systems, which provide optimally sparse approximations of a certain model class of functions governed by anisotropic features while allowing faithful numerical realizations…

泛函分析 · 数学 2014-11-11 Gitta Kutyniok , Wang-Q Lim

Anisotropic decompositions using representation systems such as curvelets, contourlet, or shearlets have recently attracted significantly increased attention due to the fact that they were shown to provide optimally sparse approximations of…

泛函分析 · 数学 2015-03-17 Gitta Kutyniok

Anisotropic decompositions using representation systems based on parabolic scaling such as curvelets or shearlets have recently attracted significantly increased attention due to the fact that they were shown to provide optimally sparse…

泛函分析 · 数学 2012-06-12 Philipp Grohs , Gitta Kutyniok

Inpainting is the technique of reconstructing unknown or damaged portions of an image in a visually plausible way. Inpainting algorithm automatically fills the damaged region in an image using the information available in undamaged region.…

计算机视觉与模式识别 · 计算机科学 2012-09-14 S. Padmavathi , B. Priyalakshmi. Dr. K. P. Soman

The shearlet transform from applied harmonic analysis is currently the state of the art when analyzing multidimensional signals with anisotropic singularities. Its optimal sparse approximation properties and its faithful digitalization…

图像与视频处理 · 电气工程与系统科学 2020-06-09 Héctor Andrade-Loarca , Gitta Kutyniok

Recently, shearlet systems were introduced as a means to derive efficient encoding methodologies for anisotropic features in 2-dimensional data with a unified treatment of the continuum and digital setting. However, only very few…

泛函分析 · 数学 2010-02-16 P. Kittipoom , G. Kutyniok , W. Lim

Within the area of applied harmonic analysis, various multiscale systems such as wavelets, ridgelets, curvelets, and shearlets have been introduced and successfully applied. The key property of each of those systems are their (optimal)…

泛函分析 · 数学 2014-07-17 Philipp Grohs , Sandra Keiper , Gitta Kutyniok , Martin Schäfer

We introduce bendlets, a shearlet-like system that is based on anisotropic scaling, translation, shearing, and bending of a compactly supported generator. With shearing being linear and bending quadratic in spatial coordinates, bendlets…

泛函分析 · 数学 2017-05-16 Christian Lessig , Philipp Petersen , Martin Schäfer

The paper presents a new algorithm for the image inpainting problem. The algorithm is using a recently designed versatile library of quasi-analytic complex-valued wavelet packets (qWPs) which originate from polynomial splines of arbitrary…

图像与视频处理 · 电气工程与系统科学 2021-05-25 Amir Averbuch , Pekka Neittaanmaki , Valery Zheludev , Moshe Salhov , Jonathan Hauser

In this paper, we propose a solution for a fundamental problem in computational harmonic analysis, namely, the construction of a multiresolution analysis with directional components. We will do so by constructing subdivision schemes which…

数值分析 · 数学 2007-10-16 Gitta Kutyniok , Tomas Sauer

Cartoon-like images, i.e., C^2 functions which are smooth apart from a C^2 discontinuity curve, have by now become a standard model for measuring sparse (non-linear) approximation properties of directional representation systems. It was…

泛函分析 · 数学 2015-03-13 G. Kutyniok , W. Lim

We study efficient and reliable methods of capturing and sparsely representing anisotropic structures in 3D data. As a model class for multidimensional data with anisotropic features, we introduce generalized three-dimensional cartoon-like…

泛函分析 · 数学 2012-06-05 Gitta Kutyniok , Jakob Lemvig , Wang-Q Lim

In this paper we study a class of fast geometric image inpainting methods based on the idea of filling the inpainting domain in successive shells from its boundary inwards. Image pixels are filled by assigning them a color equal to a…

数值分析 · 数学 2017-08-01 L. Robert Hocking , Thomas Holding , Carola-Bibiane Schoenlieb
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