We present a new scheme to increase the performance of edge-preserving imag
e smoothing from the parameter tuning of a Markov random field (MRF) functi
on. The method is based on an automatic control of the image smoothing-stre
ngth in MRF modeling in which an introduced parameter function is based on
control of enforcing power of a discontinuity-adaptive Markov function and
edge magnitude resulting from discontinuities of image intensity. Without a
ny binary decision for the edge magnitude, adaptive control of the enforcin
g power with the full edge magnitude could improve the performance of disco
ntinuity-preserving image smoothing. (C) 2001 Elsevier Science B.V. All rig
hts reserved.