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
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.