Title :
Nonuniform Directional Filter Banks With Arbitrary Frequency Partitioning
Author :
Liang, Lili ; Shi, Guangming ; Xie, Xuemei
Author_Institution :
Key Lab. of Intell. Perception & Image Understanding of Minist. of Educ., Xidian Univ., Xi´´an, China
Abstract :
Directional filter banks (DFBs) are highly desired in directional representation of images. In this correspondence, we propose a 2-D nonsubsampled nonuniform directional filter bank (NUDFB) and its design method. The proposed NUDFB has nonuniform wedge-shaped subbands and allows arbitrary frequency partitioning schemes. It can extract directional information according to the directional distribution of images. This attractive advantage cannot be achieved by the existing directional transforms. The design method of the proposed NUDFB is based upon the pseudopolar Fourier transform. By utilizing the geometry property of the pseudopolar grid, we employ a 1-D nonsubsampled nonuniform filter bank to obtain a set of nonuniform wedge-shaped subbands. During the design process, only 1-D operations are involved and, thus, the difficulty encountered in the design of 2-D fan filters is avoided. To demonstrate the potential of the proposed NUDFB, an example on image directional decomposition is given.
Keywords :
Fourier transforms; filtering theory; 1D nonsubsampled nonuniform filter bank; 2D nonsubsampled nonuniform directional filter bank; arbitrary frequency partitioning; directional distribution; directional representation; geometry property; nonuniform directional filter banks; nonuniform wedge-shaped subbands; pseudopolar Fourier transform; pseudopolar grid; Arbitrary frequency partitioning; nonuniform directional filter banks (NUDFBs); pseudopolar Fourier transform; wedge-shaped subbands;
Journal_Title :
Image Processing, IEEE Transactions on
Conference_Location :
6/7/2010 12:00:00 AM
DOI :
10.1109/TIP.2010.2052267