A hierarchical, block-by-block image coding scheme based on a suboptimal adaptive multiplicative autoregressive model is introduced in this paper. The appealing features of the proposed method includes: i) ease of implementation, ii) higher compression than an existing technique called hierarchical interpolation, and iii) capability of selective reconstruction of desired areas of interest in a scene.