A HYBRID HYPERQUADRIC MODEL FOR 2-D AND 3-D DATA FITTING

Authors
Citation
I. Cohen et Ld. Cohen, A HYBRID HYPERQUADRIC MODEL FOR 2-D AND 3-D DATA FITTING, Computer vision and image understanding, 63(3), 1996, pp. 527-541
Citations number
19
Categorie Soggetti
Computer Sciences, Special Topics","Computer Science Software Graphycs Programming
ISSN journal
10773142
Volume
63
Issue
3
Year of publication
1996
Pages
527 - 541
Database
ISI
SICI code
1077-3142(1996)63:3<527:AHHMF2>2.0.ZU;2-9
Abstract
We present in this paper a new curve and surface implicit model. This implicit model is based on hyperquadrics and allows a local and global control of the shape and a wide variety of allowable shapes. We defin e a hybrid hyperquadric model by introducing implicitly some local pro perties on a global shape model. The advantage of our model is that it describes global and local properties through a unique implicit equat ion, yielding a representation of the shape by means of its parameters , independently of the chosen numerical resolution. The data fitting i s obtained through the minimization of energy, modeling the attraction to data independently of the implicit description of the shape, After studying the geometry of hyperquadrics and how the shape deforms when we modify slightly its implicit equation, we are able to define an al gorithm for automatic refining of the fit by adding an adequate term t o the implicit representation, This geometric approach malt:es possibl e an efficient description of the data points and an automatic tuning of the fit according to the desired accuracy. (C) 1996 Academic Press, Inc.