DocumentCode
923982
Title
The use of three- and four-dimensional surface harmonics for rigid and nonrigid shape recovery and representation
Author
Matheny, Art ; Goldgof, Dmitry B.
Author_Institution
Dept. of Comput. Sci. & Eng., Univ. of South Florida, Tampa, FL, USA
Volume
17
Issue
10
fYear
1995
fDate
10/1/1995 12:00:00 AM
Firstpage
967
Lastpage
981
Abstract
The use of spherical harmonics for rigid and nonrigid shape representation is well known. This paper extends the method to surface harmonics defined on domains other than the sphere and to four-dimensional spherical harmonics. These harmonics enable us to represent shapes which cannot be represented as a global function in spherical coordinates, but can be in other coordinate systems. Prolate and oblate spheroidal harmonics and cylindrical harmonics are examples of surface harmonics which we find useful. Nonrigid shapes are represented as functions of space and time either by including the time-dependence as a separate factor or by using four-dimensional spherical harmonics. This paper compares the errors of fitting various surface harmonics to an assortment of synthetic and real data samples, both rigid and nonrigid. In all cases we use a linear least-squares approach to find the best fit to given range data. It is found that for some shapes there is a variation among geometries in the number of harmonics functions needed to achieve a desired accuracy. In particular, it was found that four-dimensional spherical harmonics provide an improved model of the motion of the left ventricle of the heart
Keywords
computer vision; image reconstruction; image representation; least squares approximations; medical image processing; surface fitting; 3D surface harmonics; 4D surface harmonics; cylindrical harmonics; four-dimensional surface harmonics; heart ventricle; linear least-squares approach; nonrigid shape recovery; oblate spheroidal harmonics; prolate spheroidal harmonics; real data samples; rigid shape recovery; shape representation; spherical harmonics; surface fitting; surface harmonics; synthetic data samples; three-dimensional surface harmonics; time-dependence; Art; Computer science; Equations; Frequency; Geometry; Heart; Low-frequency noise; Scattering; Shape; Surface fitting;
fLanguage
English
Journal_Title
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher
ieee
ISSN
0162-8828
Type
jour
DOI
10.1109/34.464561
Filename
464561
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