Title :
Quaternion Polar Harmonic Transforms for Color Images
Author_Institution :
Sch. of Electron. & Inf. Eng., Tianjin Univ., Tianjin, China
Abstract :
Robust and compact content representation is a fundamental problem in image processing. The recently proposed polar harmonic transforms (PHTs) have provided a set of powerful tools for image representation. However, two-dimensional transforms cannot handle color image in a holistic manner. To extend the nice properties of PHTs to color image processing, we generalize PHTs from the complex field to hypercomplex field in this letter, and quaternion polar harmonic transforms (QPHTs) are developed based on quaternion algebra. Furthermore, the properties of QPHTs are studied via quaternion computation, including the orthogonality of quaternion kernels, the relationships between different transforms and their rotation invariance. Experimental results reveal that compared with complex PHTs, the quaternion transforms can make a more compact and discriminative representation of color image. Moreover, QPHTs can well capture the chromatic features and exploit the inter-channel redundancies of color image.
Keywords :
algebra; feature extraction; harmonic analysis; image colour analysis; image representation; redundancy; wavelet transforms; QPHT; chromatic feature; color image processing; color image representation; complex field; content representation; hypercomplex field; interchannel redundancy; quaternion algebra; quaternion computation; quaternion kernel orthogonality; quaternion polar harmonic transform; rotation invariance; Color; Harmonic analysis; Image color analysis; Image reconstruction; Kernel; Quaternions; Transforms; Color image processing; image description; orthogonal transforms; quaternion polar harmonic transforms;
Journal_Title :
Signal Processing Letters, IEEE
DOI :
10.1109/LSP.2013.2267775