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Coherent image processing using quaternion wavelets
Author(s) -
Wai Lam Chan,
Hyeokho Choi,
Richard G. Baraniuk
Publication year - 2005
Publication title -
proceedings of spie, the international society for optical engineering/proceedings of spie
Language(s) - English
Resource type - Conference proceedings
SCImago Journal Rank - 0.192
H-Index - 176
eISSN - 1996-756X
pISSN - 0277-786X
DOI - 10.1117/12.615393
Subject(s) - computer science , quaternion , complex wavelet transform , wavelet transform , wavelet , artificial intelligence , invariant (physics) , computer vision , filter bank , algorithm , filter (signal processing) , mathematics , wavelet packet decomposition , geometry , mathematical physics
We develop a quaternion wavelet transform (QWT) as 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 phase values, two of which are directly proportional to local image shifts. The QWT can be efficiently computed using a dual-tree filter bank and is based on a 2-D Hilbert transform. We demonstrate how the QWT's magnitude and phase can be used to accurately analyze local geometric structure in images. We also develop a multiscale flow/motion estimation algorithm that computes a disparity flow map between two images with respect to local object motion.

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