M. Rudemo et H. Stryhn, APPROXIMATING THE DISTRIBUTION OF MAXIMUM-LIKELIHOOD CONTOUR ESTIMATORS IN 2-REGION IMAGES, Scandinavian journal of statistics, 21(1), 1994, pp. 41-55
We consider two types of two-region image models with a univariate bou
ndary representation and independent lattice observations. A non-param
etric histogram-like contour estimator with an increasing number of su
bintervals is studied when also the number of observations tends to in
finity, and the difference between the region grey level distributions
tends to zero. The asymptotic distribution is expressed in terms of l
ocations of maxima of two-sided Brownian motions with negative drift,
in particular triangular drift and a mixture of triangular and parabol
ic drift. Examples with simulated and real data are provided to illust
rate the results.