The uncertainty principle associated with the continuous shearlet transform

被引:86
作者
Dahlke, Stephan [1 ]
Kutyniok, Gitta [2 ]
Maass, Peter [3 ]
Sagiv, Chen [3 ]
Stark, Hans-Georg [4 ]
Teschke, Gerd [5 ]
机构
[1] Univ Marburg, FB Math & Informat 12, D-35032 Marburg, Germany
[2] Princeton Univ, Program Appl & Computat Math, Princeton, NJ 08544 USA
[3] Univ Bremen, Fachbereich 3, D-28334 Bremen, Germany
[4] Fachhsch Aschaffenburg, D-63743 Aschaffenburg, Germany
[5] Konrad Zuse Zentrum Informat Techn Berlin, Res Grp Inverse Problems Sci & Technol, D-14195 Berlin, Germany
关键词
shearlets; unitary group representations; uncertainty principles; minimizing states;
D O I
10.1142/S021969130800229X
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Finding optimal representations of signals in higher dimensions, in particular directional representations, is currently the subject of intensive research. Since the classical wavelet transform does not provide precise directional information in the sense of resolving the wavefront set, several new representation systems were proposed in the past, including ridgelets, curvelets and, more recently, Shearlets. In this paper we study and visualize the continuous Shearlet transform. Moreover, we aim at deriving mother Shearlet functions which ensure optimal accuracy of the parameters of the associated transform. For this, we first show that this transform is associated with a unitary group representation coming from the so-called Shearlet group and compute the associated admissibility condition. This enables us to employ the general uncertainty principle in order to derive mother Shearlet functions that minimize the uncertainty relations derived for the infinitesimal generators of the Shearlet group: scaling, shear and translations. We further discuss methods to ensure square-integrability of the derived minimizers by considering weighted L-2-spaces. Moreover, we study whether the minimizers satisfy the admissibility condition, thereby proposing a method to balance between the minimizing and the admissibility property.
引用
收藏
页码:157 / 181
页数:25
相关论文
共 26 条
[1]  
Ali ST, 1998, J MATH PHYS, V39, P3954, DOI 10.1063/1.532478
[2]  
Ali ST., 2000, GRAD TEXT C
[3]  
Antoine J., 2004, 2 DIMENSIONAL WAVELE
[4]   Directional wavelets revisited: Cauchy wavelets and symmetry detection in patterns [J].
Antoine, JP ;
Murenzi, R ;
Vandergheynst, P .
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 1999, 6 (03) :314-345
[5]   Wavelets from square-integrable representations [J].
Bernier, D ;
Taylor, KF .
SIAM JOURNAL ON MATHEMATICAL ANALYSIS, 1996, 27 (02) :594-608
[6]   New tight frames of curvelets and optimal representations of objects with piecewise C2 singularities [J].
Candès, EJ ;
Donoho, DL .
COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2004, 57 (02) :219-266
[7]   Ridgelets:: a key to higher-dimensional intermittency? [J].
Candès, EJ ;
Donoho, DL .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1999, 357 (1760) :2495-2509
[8]   THE AFFINE UNCERTAINTY PRINCIPLE IN ONE AND 2 DIMENSIONS [J].
DAHLKE, S ;
MAASS, P .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 1995, 30 (3-6) :293-305
[9]  
DAHLKE S, IN PRESS J APPL FUNC
[10]  
DAHLKE S, 2005, 20056 PHIL U MARSB