Aiming at the influence of visual contextual information communication on industrial printmaking, this paper elaborates visual communication theory and establishes a visual information communication model after analyzing the concept, characteristics and components of visual communication, which has a role in visual contextual information communication. The four elements, three important links and the characteristics of visual communication in the process of visual communication are analyzed from the perspective of communication. Based on the above theories, a model of information communication in web interface is constructed. The computational process of the linear binocular cost aggregation algorithm is simplified by using the asymmetric cost aggregation method, and the more robust TAD matching cost function is used to compensate for the lack of accuracy caused by the simplification, and the computational process of the asymmetric linear cost aggregation algorithm is parallelized and mapped to the platform. Experimental data show that the asymmetric cost aggregation approach to linear binocular cost aggregation algorithm can obtain parallax maps in constant running time, and the quality of parallax maps is close to or better than some global matching algorithms which are at the forefront of research, and has a good prospect in the field of real-time binocular vision. The visual web pages designed by this method can better stimulate the user’s desire for acceptance, and the web pages have better visual communication effect and higher practical value, and can create better knowledge benefits in industrial printmaking, with an overall knowledge conversion rate of 85%.