EFFECTIVE SCALE - A NATURAL UNIT FOR MEASURING SCALE-SPACE LIFETIME

Authors
Citation
T. Lindeberg, EFFECTIVE SCALE - A NATURAL UNIT FOR MEASURING SCALE-SPACE LIFETIME, IEEE transactions on pattern analysis and machine intelligence, 15(10), 1993, pp. 1068-1074
Citations number
19
Categorie Soggetti
Computer Sciences","Computer Applications & Cybernetics
ISSN journal
01628828
Volume
15
Issue
10
Year of publication
1993
Pages
1068 - 1074
Database
ISI
SICI code
0162-8828(1993)15:10<1068:ES-ANU>2.0.ZU;2-B
Abstract
The article develops a manner in which a notion of effective scale can be introduced in a formal way. For continuous signals, a scaling argu ment directly gives that a natural unit for measuring scale-space life time is in terms of the logarithm of the ordinary scale parameter. Tha t approach is, however, not appropriate for discrete signals since the n, an infinite lifetime would be assigned to structures existing in th e original signal. Here, it is shown how such an effective scale param eter can be defined to give consistent results for both discrete and c ontinuous signals. The treatment is based on the assumption that the p robability that a local extremum disappears during a short-scale inter val should not vary with scale. As a tool for the analysis, estimates are given of how the density of local extrema can be expected to vary with scale in the scale-space representation of different random noise signals both in the continuous and discrete cases.