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A perceptual graph is proposed to represent the relationship between adjacent image points. The perceptual graph is built by the ant colony system, which is a kind of biological intelligence mechanism. Digital image segmentation is implemented based on the perceptual graph. Experimental results show the effectiveness of the segmentation method by ant swarm.