A split-augmented Lagrangian Algorithm for Spectral Factorization of a set of 2D Directional Filters and Application to the Design of Compact Shearlet Frames

نویسندگان

  • Bart Goossens
  • Jan Aelterman
  • Hiêp Luong
  • Aleksandra Pižurica
چکیده

In this paper, we first briefly review the directional properties of the Dual-Tree complex wavelet transform and we investigate how the directional selectivity of the transform can be increased (i.e., to obtain more than 6 orientations per scale). To this end, we describe a new augmented Lagrangian optimization algorithm to jointly perform the 2D spectral factorization of a set of 2D directional filters, with a high numerical accuracy. We demonstrate how this approach can be used to design compactly supported shearlet frames that are tight. Finally, a number of experimental results are given to show the merits of the resulting shearlet frames.

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تاریخ انتشار 2013