DocumentCode
1225527
Title
Coherent Multiscale Image Processing Using Dual-Tree Quaternion Wavelets
Author
Chan, Wai Lam ; Choi, Hyeokho ; Baraniuk, Richard G.
Author_Institution
Dept. of Electr. & Comput. Eng., Rice Univ., Houston, TX
Volume
17
Issue
7
fYear
2008
fDate
7/1/2008 12:00:00 AM
Firstpage
1069
Lastpage
1082
Abstract
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 2D 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.
Keywords
Hilbert transforms; channel bank filters; computational complexity; image registration; image representation; image texture; trees (mathematics); wavelet transforms; 2D Hilbert transform; coherent multiscale image processing; dual-tree filter bank; dual-tree quaternion wavelet transform; flow estimation; frame representation; geometric image features; image registration; image texture information; linear computational complexity; local geometrical structure; local image shifts; multiscale algorithm; multiscale analysis tool; multiscale phase unwrapping; subpixel estimation accuracy; Coherent processing; dual-tree; multiscale disparity estimation; phase; quaternion; wavelets; Algorithms; Artificial Intelligence; Image Enhancement; Image Interpretation, Computer-Assisted; Imaging, Three-Dimensional; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Tomography, Optical Coherence;
fLanguage
English
Journal_Title
Image Processing, IEEE Transactions on
Publisher
ieee
ISSN
1057-7149
Type
jour
DOI
10.1109/TIP.2008.924282
Filename
4526699
Link To Document