Title :
Quaternion wavelets for image analysis and processing
Author :
Chan, Wai Lam ; Choi, Hyeokho ; Baraniuk, Richard
Author_Institution :
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX, USA
Abstract :
Using the concepts of two-dimensional Hubert transform and analytic signal, we construct a new quaternion wavelet transform (QWT). The QWT forms a tight frame and can be efficiently computed using a-2-D dual-tree filter bank. The QWT and the 2-D complex wavelet transform (CWT) are related by a unitary transformation, but the former inherits the quaternion Fourier-transform (QFT) phase properties, which are desirable for image analysis. The quaternion magnitude-phase representation of the QWT directly leads to near shift-invariance and the ability to encode phase shifts in an absolute x-y-coordinate system, which we can use for applications such as edge estimation and statistical image modeling.
Keywords :
Fourier transforms; Hilbert transforms; channel bank filters; discrete wavelet transforms; image representation; statistical analysis; complex wavelet transform; dual-tree filter bank; edge estimation; image analysis; image processing; quaternion magnitude-phase representation; quaternion wavelet; shift-invariance; statistical image modeling; two-dimensional Hubert transform; x-y-coordinate system; Continuous wavelet transforms; Filter bank; Fourier transforms; Image analysis; Image edge detection; Phase estimation; Quaternions; Signal analysis; Wavelet analysis; Wavelet transforms;
Conference_Titel :
Image Processing, 2004. ICIP '04. 2004 International Conference on
Print_ISBN :
0-7803-8554-3
DOI :
10.1109/ICIP.2004.1421758