Title :
A directional and shift-invariant transform based on M-channel rational-valued cosine-sine modulated filter banks
Author :
Kyochi, Seisuke ; Suzuki, Takumi ; Tanaka, Yuichi
Author_Institution :
Univ. of Kitakyushu, Kitakyushu, Japan
Abstract :
This paper proposes a directional and shift-invariant transform based on M-channel rational-valued cosine-sine modulated filter banks (R-CSMFBs) for the practical implementation on hardware devices. M-channel CSMFBs can be easily designed by the modulation of a prototype filter and achieve a good stopband attenuation. In addition, in our previous work, the directionality and the shift-invariance of CSMFBs have been theoretically clarified. Thus, they can be an alternative choice of the dual-tree complex wavelet transform (DTCWT) which is one of the most popular directional and shift-invariant transforms. In this paper, it is shown that the proposed lifting-based structure of the R-CSMFB can also achieve rich directional selectivity and the shift-invariance even if the lifting coefficients are rounded to rational values. Finally, the R-CSMFB can provide better stopband attenuation and image denoising performance than that of the conventional M-channel rational-valued DTCWT in the simulation.
Keywords :
channel bank filters; modulation; wavelet transforms; DTCWT; M-channel CSMFB; M-channel rational-valued DTCWT; M-channel rational-valued cosine-sine modulated filter banks; R-CSMFB; directional selectivity; directional-shift-invariant transform; dual-tree complex wavelet transform; image denoising; lifting coefficients; lifting-based structure; prototype filter modulation; stopband attenuation; Attenuation; Image denoising; Lattices; PSNR; Wavelet packets;
Conference_Titel :
Signal & Information Processing Association Annual Summit and Conference (APSIPA ASC), 2012 Asia-Pacific
Conference_Location :
Hollywood, CA
Print_ISBN :
978-1-4673-4863-8