TY - JOUR
T1 - Hypercomplex polar fourier analysis for image representation
AU - Yang, Zhuo
AU - Kamata, Sei Ichiro
N1 - Copyright:
Copyright 2017 Elsevier B.V., All rights reserved.
PY - 2011/8
Y1 - 2011/8
N2 - Fourier transform is a significant tool in image processing and pattern recognition. By introducing a hypercomplex number, hypercomplex Fourier transform treats a signal as a vector field and generalizes the conventional Fourier transform. Inspired from that, hypercomplex polar Fourier analysis that extends conventional polar Fourier analysis is proposed in this paper. The proposed method can handle signals represented by hypercomplex numbers as color images. The hypercomplex polar Fourier analysis is reversible that means it can be used to reconstruct image. The hypercomplex polar Fourier descriptor has rotation invariance property that can be used for feature extraction. Due to the noncommutative property of quaternion multiplication, both left-side and right-side hypercomplex polar Fourier analysis are discussed and their relationships are also established in this paper. The experimental results on image reconstruction, rotation invariance, color plate test and image retrieval are given to illustrate the usefulness of the proposed method as an image analysis tool.
AB - Fourier transform is a significant tool in image processing and pattern recognition. By introducing a hypercomplex number, hypercomplex Fourier transform treats a signal as a vector field and generalizes the conventional Fourier transform. Inspired from that, hypercomplex polar Fourier analysis that extends conventional polar Fourier analysis is proposed in this paper. The proposed method can handle signals represented by hypercomplex numbers as color images. The hypercomplex polar Fourier analysis is reversible that means it can be used to reconstruct image. The hypercomplex polar Fourier descriptor has rotation invariance property that can be used for feature extraction. Due to the noncommutative property of quaternion multiplication, both left-side and right-side hypercomplex polar Fourier analysis are discussed and their relationships are also established in this paper. The experimental results on image reconstruction, rotation invariance, color plate test and image retrieval are given to illustrate the usefulness of the proposed method as an image analysis tool.
KW - Hypercomplex polar Fourier analysis
KW - Hypercomplex polar Fourier descriptor
KW - Image representation
KW - Rotation invariance
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U2 - 10.1587/transinf.E94.D.1663
DO - 10.1587/transinf.E94.D.1663
M3 - Article
AN - SCOPUS:79961080172
SN - 0916-8532
VL - E94-D
SP - 1663
EP - 1670
JO - IEICE Transactions on Information and Systems
JF - IEICE Transactions on Information and Systems
IS - 8
ER -