Title :
Scale-space properties of the multiscale morphological dilation-erosion
Author :
Jackway, Paul T. ; Deriche, Moharned
Author_Institution :
Dept. of Electr. & Comput. Eng., Queensland Univ., Brisbane, Qld., Australia
fDate :
1/1/1996 12:00:00 AM
Abstract :
A multiscale morphological dilation-erosion smoothing operation and its associated scale-space expansion for multidimensional signals are proposed. Properties of this smoothing operation are developed and, in particular a scale-space monotonic property for signal extrema is demonstrated. Scale-space fingerprints from this approach have advantages over Gaussian scale-space fingerprints in that: they are defined for negative values of the scale parameter; have monotonic properties in two and higher dimensions; do not cause features to be shifted by the smoothing; and allow efficient computation. The application of reduced multiscale dilation-erosion fingerprints to the surface matching of terrain is demonstrated
Keywords :
feature extraction; image matching; mathematical morphology; random processes; smoothing methods; feature path; multidimensional signals; multiscale morphological dilation-erosion; scale-space images; signal extrema; smoothing operation; terrain surface matching; Application software; Computer vision; Filtering; Fingerprint recognition; Image analysis; Kernel; Multidimensional systems; Signal analysis; Signal processing; Smoothing methods;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on