Based upon the selective attention in human visual perception, a conceptual computation model performing the recognition of the meaningful dotted pattern from a dotted image will be presented. This consists of two major processes. A passive process performs images partition for the segmentation, and an active process performs distance computation for the pattern recognition. The principle of this model is illustrated by a set of Arabic numerals, and its further application is also pointed out.