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Abstract
In this paper, we introduce Gabor shearlets, a variant of shearlet systems, which are based on a different group representation than previous shearlet constructions: they combine elements from Gabor and wavelet frames in their construction. As a consequence, they can be implemented with standard filters from wavelet theory in combination with standard Gabor windows. Unlike the usual shearlets, the new construction can achieve a redundancy as close to one as desired. Our construction follows the general strategy for shearlets. First we define group-based Gabor shearlets and then modify them to a cone-adapted version. In combination with Meyer filters, the cone-adapted Gabor shearlets constitute a tight frame and provide low-redundancy sparse approximations of the common model class of anisotropic features which are cartoon-like functions.
| Original language | English |
|---|---|
| Pages (from-to) | 87-114 |
| Journal | Applied and Computational Harmonic Analysis |
| Volume | 38 |
| Issue number | 1 |
| Online published | 25 Mar 2014 |
| DOIs | |
| Publication status | Published - Jan 2015 |
Research Keywords
- Cartoon-like functions
- Cone-adapted shearlets
- Gabor frames
- Gabor shearlets
- Orthonormal wavelets
- Redundancy
- Shearlets
- Sparse approximation
- Tight frames
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Dive into the research topics of 'Gabor shearlets'. Together they form a unique fingerprint.Projects
- 1 Finished
-
ECS: Directional Multiscale Representation Systems: Theory, Design, and Applications
ZHUANG, X. (Principal Investigator / Project Coordinator)
1/01/14 → 31/05/18
Project: Research
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