Smooth affine shear tight frames: digitization and applications

Xiaosheng Zhuang

doi:10.1117/12.2186487

24 August 2015 Smooth affine shear tight frames: digitization and applications

Xiaosheng Zhuang

Proceedings Volume 9597, Wavelets and Sparsity XVI; 959709 (2015) https://doi.org/10.1117/12.2186487
Event: SPIE Optical Engineering + Applications, 2015, San Diego, California, United States

Abstract

In this paper, we mainly discuss one of the recent developed directional multiscale representation systems: smooth affine shear tight frames. A directional wavelet tight frame is generated by isotropic dilations and translations of directional wavelet generators, while an affine shear tight frame is generated by anisotropic dilations, shears, and translations of shearlet generators. These two tight frames are actually connected in the sense that the affine shear tight frame can be obtained from a directional wavelet tight frame through subsampling. Consequently, an affine shear tight frame indeed has an underlying filter bank from the MRA structure of its associated directional wavelet tight frame. We call such filter banks affine shear filter banks, which can be designed completely in the frequency domain. We discuss the digitization of affine shear filter banks and their implementations: the forward and backward digital affine shear transforms. Redundancy rate and computational complexity of digital affine shear transforms are also investigated in this paper. Numerical experiments and comparisons in image/video processing show the advantages of digital affine shear transforms over many other state-of-art directional multiscale representation systems.

Citation Download Citation

Xiaosheng Zhuang "Smooth affine shear tight frames: digitization and applications", Proc. SPIE 9597, Wavelets and Sparsity XVI, 959709 (24 August 2015); https://doi.org/10.1117/12.2186487

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