DocumentCode :
794601
Title :
A method for enforcing integrability in shape from shading algorithms
Author :
Frankot, Robert T. ; Chellappa, Rama
Author_Institution :
Hughes Aircraft Co., El Segundo, CA, USA
Volume :
10
Issue :
4
fYear :
1988
fDate :
7/1/1988 12:00:00 AM
Firstpage :
439
Lastpage :
451
Abstract :
An approach for enforcing integrability, a particular implementation of the approach, an example of its application to extending an existing shape-from-shading algorithm, and experimental results showing the improvement that results from enforcing integrability are presented. A possibly nonintegrable estimate of surface slopes is represented by a finite set of basis functions, and integrability is enforced by calculating the orthogonal projection onto a vector subspace spanning the set of integrable slopes. The integrability projection constraint was applied to extending an iterative shape-from-shading algorithm of M.J. Brooks and B.K.P. Horn (1985). Experimental results show that the extended algorithm converges faster and with less error than the original version. Good surface reconstructions were obtained with and without known boundary conditions and for fairly complicated surfaces
Keywords :
computerised pattern recognition; computerised picture processing; convergence; integrability; orthogonal projection; shape from shading; surface reconstructions; surface slopes; vector subspace spanning; Aerospace engineering; Frequency domain analysis; Geometry; Image processing; Image reconstruction; Iterative algorithms; Radar imaging; Shape; Signal processing; Surface reconstruction;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/34.3909
Filename :
3909
Link To Document :
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