Multiscale image disparity estimation using the quaternion wavelet transform

被引:11
|
作者
Chan, Wai Lam [1 ]
Choi, Hyeokho [1 ]
Baraniuk, Richard G. [1 ]
机构
[1] Rice Univ, Dept Elect & Comp Engn, POB 1892, Houston, TX 77251 USA
来源
2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS | 2006年
关键词
quaternion; complex; wavelet transform; phase; disparity estimation;
D O I
10.1109/ICIP.2006.312547
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose an efficient multiscale image disparity estimation algorithm that estimates the local translations needed to align different regions in two images. The algorithm is based on the dual-tree quaternion wavelet transform (QWT). Each QWT coefficient features a magnitude and three phase angles; we exploit the fact that two of the phase angles are covariant with image shifts in the horizontal and vertical directions. By fusing phase information across multiple scales, we combat the phase unwrapping problem that has traditionally plagued phase-based disparity estimation techniques. The result is a linear-time algorithm that provides reliable estimates of both small and large image shifts. The algorithm is completely image-based; that is, it involves no extraction of feature points or other landmarks. It can be used as a front-end for image processing and computer vision tasks such as image registration, motion estimation, and stereo matching. We present results with a real-world image sequence.
引用
收藏
页码:1229 / +
页数:2
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