Affiliation:
1. Taiyuan Institute of Technology, Taiyuan, China
Abstract
Since the dawn of the digital web era, web-based learning resources have become more and more significant in the field of education. To a certain extent, the visual communication design of these resources influences how well students learn. In view of this, the study proposes a deep learning-based approach to visual communication design. Convolutional neural networks are introduced to automatically construct the visual communication interface, a recommendation algorithm is used to develop the system’s recommendation function, and machine translation is used to translate the language description text. The study method’s efficacy was evaluated. According to the experimental results, the research method’s runtime in a color environment was only about 37.7 seconds at 4k resolution; in a non-color environment, the method’s F1 value was 0.87 at a recommended list length of 35, which was higher than that of other methods; and when it came to the interface solutions in real terms, the research method produced 526 at 30 buttons. The aforementioned findings demonstrate that the suggested approach can successfully increase the visual communication’s design speed and performance in online learning materials and offer a suitable answer to the needs of real-world applications.
Reference26 articles.
1. Key Success factors in visual communication design for ecotourism tourist environment guide map folders;He;Journal of Environmental Protection and Ecology,2021
2. Turoń K. , Kubik A. , Sevcovic M. , Tóth J. and Lakatos A. , Visual communication in shared mobility systems as an opportunity for recognition and smart cities, 5(3) (2022), 802–818.
3. Spam detection using bidirectional transformers and machine learning classifier algorithms;Guo;Journal of Computational and Cognitive Engineering,2022
4. A deep fusion matching network semantic reasoning model;Zheng;Applied Sciences,2022
5. ENSURE: A deep learning approach for enhancing situational awareness in surveillance applications with ubiquitous high-dimensional sensing;Garg;IEEE Journal of Selected Topics in Signal Processing,2022
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献
1. Visual Communication Design of Mobile App Interface Based on Digital;International Journal of Information Systems and Supply Chain Management;2024-07-23