In the article two problems of structure segmentation were investigated: 
the problem of finding facades of buildings on photos and the problem 
of finding cars against the backdrop of buildings. For these problems 
formal conditions and solutions were proposed. A picture and a segmentation 
are seen as random variables, and the desired segmentation is the most probable. 
Algorithms for finding the optimal segmentation for these problems were presented.