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Orientation fields filtering by derivates of a Gaussian

Bigun, Josef (author)
Högskolan i Halmstad,Halmstad Embedded and Intelligent Systems Research (EIS)
Bigun, Tomas (author)
TietoEnator ArosTech, Linköping, Sweden
Nilsson, Kenneth, 1951- (author)
Högskolan i Halmstad,Halmstad Embedded and Intelligent Systems Research (EIS)
 (creator_code:org_t)
Berlin : Springer, 2003
2003
English.
In: Image Analysis. - Berlin : Springer. - 3540406018 ; , s. 307-313, s. 19-27
  • Book chapter (peer-reviewed)
Abstract Subject headings
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  • We suggest a set of complex differential operators, symmetry derivatives, that can be used for matching and pattern recognition. We present results on the invariance properties of these. These show that all orders of symmetry derivatives of Gaussians yield a remarkable invariance : they are obtained by replacing the original differential polynomial with the same polynomial but using ordinary scalars. Moreover, these functions are closed under convolution and they are invariant to the Fourier transform. The revealed properties have practical consequences for local orientation based feature extraction. This is shown by two applications: i) tracking markers in vehicle tests ii) alignment of fingerprints.

Subject headings

NATURVETENSKAP  -- Fysik (hsv//swe)
NATURAL SCIENCES  -- Physical Sciences (hsv//eng)
NATURVETENSKAP  -- Matematik (hsv//swe)
NATURAL SCIENCES  -- Mathematics (hsv//eng)

Keyword

TECHNOLOGY
TEKNIKVETENSKAP

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Bigun, Josef
Bigun, Tomas
Nilsson, Kenneth ...
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and Physical Science ...
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Image Analysis
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Linköping University
Halmstad University

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