Shape from Focus Using Multilayer Feedforward Neural Networks

Muhammad ASIF  Tae-Sun CHOI  

Publication
IEICE TRANSACTIONS on Information and Systems   Vol.E83-D   No.4   pp.946-949
Publication Date: 2000/04/25
Online ISSN: 
DOI: 
Print ISSN: 0916-8532
Type of Manuscript: LETTER
Category: Image Processing, Image Pattern Recognition
Keyword: 
shape-from-focus,  neural networks,  focused image surface,  optimization,  3-D shape,  

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Summary: 
The conventional shape from focus (SFF) methods have inaccuracies because of piecewise constant approximation of the focused image surface (FIS). We propose a more accurate scheme for SFF based on representation of three-dimensional FIS in terms of neural network weights. The neural networks are trained to learn the shape of the FIS that maximizes the focus measure.