In present paper a facial gesture generation technique based on interpolation between reference images is proposed. The technique is based on searching correspondence between pixels of reference images (i.e. motion field). Motion field estimation problem is posed as (min, +) labeling problem in the paper. TRW-S algorithm is used in order to solve it. An EM algorithm is used in order to estimate parameters of the problem.