This work presents a novel bond percolation-based approach to determin
e the clique potential parameters of a Gibbs-Markov model as a functio
n of local characteristics of the underlying image, Using the renormal
ization group transformation, a multiscale description of the clique p
otential parameters is formed and used to obtain multiresolution image
segmentation.