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