An appropriate space of one-pixel-wide closed (OPWC) boundary configur
ations is explicitly defined and an automatic algorithm to obtain OPWC
contour estimates from a segmented image is presented. The motivation
is to obtain a reasonable starting estimate for a Markov chain Monte
Carlo-based (McMC-based) boundary optimization algorithm.