DocumentCode :
2439785
Title :
Fast Polar Harmonic Transforms
Author :
Yang, Zhuo ; Kamata, Sei-ichiro
Author_Institution :
Grad. Sch. of Inf., Production & Syst., Waseda Univ., Tokyo, Japan
fYear :
2010
fDate :
7-10 Dec. 2010
Firstpage :
673
Lastpage :
677
Abstract :
Polar Harmonic Transform (PHT) is termed to represent a set of transforms those kernels are basic waves and harmonic in nature. PHTs consist of Polar Complex Exponential Transform (PCET), Polar Cosine Transform (PCT) and Polar Sine Transform (PST). They are proposed to represent invariant image patterns for two dimensional image retrieval and pattern recognition tasks. They are demonstrated to show superiorities comparing with other methods on describing rotation invariant patterns for images. Kernel computation of PHTs is also simple and has no numerical stability issue. However in order to increase the computation speed, fast computation method is needed especially for real world applications like limited computing environments, large image databases and realtime systems. This paper presents Fast Polar Harmonic Transforms (FPHTs) including Fast Polar Complex Exponential Transform (FPCET), Fast Polar Cosine Transform (FPCT) and Fast Polar Sine Transform (FPST) that are deduced based on mathematical properties of trigonometric functions. The proposed FPHTs are averagely over 6 ~ 8 times faster than PHTs that significantly boost computation process. The experimental results on both synthetic and real data are given to illustrate the effectiveness of the proposed fast transforms.
Keywords :
image retrieval; pattern recognition; transforms; FPCET; FPCT; PHT; PST; fast polar complex exponential transform; fast polar cosine transform; fast polar harmonic transforms; fast polar sine transform; image retrieval; invariant image pattern; kernel computation; pattern recognition; rotation invariant pattern; trigonometric function; Computational complexity; Delta modulation; Equations; Harmonic analysis; Kernel; Pattern recognition; Transforms; Fast Polar Complex Exponential Transform; Fast Polar Cosine Transform; Fast Polar Harmonic Transform; Fast Polar Sine Transform; image retrieval; pattern recognition;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2010 11th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4244-7814-9
Type :
conf
DOI :
10.1109/ICARCV.2010.5707939
Filename :
5707939
Link To Document :
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