Coherent multiscale image processing using dual-tree quaternion wavelets

被引:100
作者
Chan, Wai Lam [1 ]
Choi, Hyeokho [2 ]
Baraniuk, Richard G. [1 ]
机构
[1] Rice Univ, Dept Elect & Comp Engn, Houston, TX 77005 USA
[2] N Carolina State Univ, Dept Elect & Comp Engn, Raleigh, NC 27695 USA
基金
美国国家科学基金会;
关键词
coherent processing; dual-tree; multiscale disparity estimation; phase; quaternion; wavelets;
D O I
10.1109/TIP.2008.924282
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The dual-tree quaternion wavelet transform (QWT) is a new multiscale analysis tool for geometric image features. The QWT is a near shift-invariant tight frame representation whose coefficients sport a magnitude and three phases: two phases encode local image shifts while the third contains image texture information. The QWT is based on an alternative theory for the 2-D Hilbert transform and can be computed using a dual-tree filter bank with linear computational complexity. To demonstrate the properties of the QWT's coherent magnitude/phase representation, we develop an efficient and accurate procedure for estimating the local geometrical structure of an image. We also develop a new multiscale algorithm for estimating the disparity between a pair of images that is promising for image registration and flow estimation applications. The algorithm features multiscale phase unwrapping, linear complexity, and sub-pixel estimation accuracy.
引用
收藏
页码:1069 / 1082
页数:14
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