Graphic Language Representation in Visual Communication Design Based on Two-Way Long- and Short-Memory Model

Abstract

With the popularity of neural network research, the application based on neural network model is gradually applied to all aspects of people’s life. Neural network model can not only solve the algebraic problems that traditional machine learning can solve but also recognize and analyze graphics through self-learning. For example, face recognition, web page recognition, product packaging design, and application are inseparable from the dissemination of graphic language. When these processes are realized through computer language, it is necessary to accurately identify these graphic languages. However, traditional machine language learning has poor performance in graphic language learning, which further leads to the application to achieve the purpose of the original visual communication design. Therefore, based on the neural network algorithm, this paper improves a new neural network model—two-way long- and short-memory model to make the computer recognize the graphic language more accurate and further explores the graphic language representation in the visual communication design based on the two-way long- and short-memory model.

Automatic Layout Algorithm for Graphic Language in Visual Communication Design

“…Zhang [29] enhanced the two-way long-and short-memory model of a neural network to identify the poster using graphic language and investigated the mathematical modeling of graphic language in VCD better, thereby increasing the accuracy of the computer's ability as 0.843% and utilized the minimal time for the recognition process. Hence, the classification efficiency here is 1692.5 s; the identified research gaps in this study are network representation ability is insufficient and the network correctness is not elevated.…”

Exploring High School Students’ Potential for Improving Design With Artificial Intelligence

“…Graphic design can be considered a language system that uses visual signals to convey meaning (Curran & Casey, 2006). It is essential to accurately classify the different meanings represented by other graphics to integrate the "line" and "meaning" in design and effectively represent graphic language in visual communication (Zhang, 2022). Additionally, visual communication design encompasses various forms of graphic design, such as posters, photography, signs, and fonts (Gao, 2022).…”