Title :
Design of Directional Filter Banks With Arbitrary Number of Subbands
Author :
Shi, Guangming ; Liang, Lili ; Xie, Xuemei
Author_Institution :
Key Lab. of Intell. Perception & Image Understanding of Minist. of Educ., Xidian Univ., Xi´´an, China
Abstract :
This correspondence proposes a novel method for designing directional filter banks (DFBs) with arbitrary number of subbands. Its key feature is the ability to decompose images into arbitrary directionally oriented subbands. The proposed approach is based on the pseudo-polar Fourier transform (PPFT) and one-dimensional (1-D) filter banks (FBs). We take some modifications on the PPFT and then employ 1-D FBs to the modified PPFT. With these operations, the two-dimensional (2-D) DFBs are obtained and the design of them is converted to that of 1-D FBs plus a modified PPFT. Since the number of channels of 1-D FBs can be arbitrary, the 2-D DFBs with arbitrary number of subbands can be achieved which is highly expected for directional representations of images. Two examples on directional feature extractions illustrate that the proposed non-2n channel DFBs can capture directional information more flexibly than the existing methods.
Keywords :
Fourier transforms; channel bank filters; feature extraction; image representation; directional filter bank design; feature extraction; image decomposition; image representation; one-dimensional filter banks; pseudopolar Fourier transform; Arbitrary number of subbands; directional filter banks; pseudo-polar Fourier transform;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2009.2027737