Research on Modern Book Packaging Design Based on Aesthetic Evaluation Based on a Deep Learning Model

Wen, Wen

doi:10.1155/2022/8329745

Scientific Programming

2022

DOI: 10.1155/2022/8329745

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Research on Modern Book Packaging Design Based on Aesthetic Evaluation Based on a Deep Learning Model

Wen Wen

Abstract: Through the analysis of the application and development of deep learning in the field of book design and publishing, the article expounds on the positive impact of deep learning on book design and publishing, discusses the shortcomings of deep learning in creative ability, aesthetic ability, emotion, etc., and then discusses the design and publishing of books. The future development direction of intelligent aided design and intelligent personalized design is proposed to provide a reference for researchers in d… Show more

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2024

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Cited by 2 publications

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Research on the Application of Augmented Reality Technology in Agricultural Product Packaging Design

Chen

2024

Applied Mathematics and Nonlinear Sciences

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In this study, we employ 3D modeling technology for the virtual prototyping of agricultural products. Utilizing Unity3D, we integrate data from both virtual and natural environments. This integration allows the 3D models to be visualized within a virtual setting. Additionally, leveraging Kinect somatosensory tracking technology, we have developed a gesture recognition interaction method. This enables packaging designers and users to modify packaging forms, colors, and structures in real-time within the virtual environment. The results of the survey show that consumers prefer multi-sensory, human-centered, and other types of packaging design when choosing packaging. The interaction effect of applying augmented reality agricultural packaging type and market type (R2= 0.079, p=0.001) affects consumer purchase intention. User experience (B=0.334, T=3.385***) was significantly and positively related to applying augmented reality packaging design type. The sense of experience of applying augmented reality to produce packaging use is overall sound, with a mean score of about 4.4. Except for the sense of texture, the mean values of the other nine indicators are all greater than 3, and the evaluations are all in favor of being more satisfied. The use of augmented reality technology in agricultural packaging design is enhanced by the method of this paper.

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Research on the Application of Augmented Reality Technology in Agricultural Product Packaging Design

Chen

2024

Applied Mathematics and Nonlinear Sciences

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Research on the Integration and Development of Visual Professional Education and Book Creative Design Combined with Association Rule Mining

Xie,

Xia

2024

Applied Mathematics and Nonlinear Sciences

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The visual professional education of existing colleges and universities can no longer meet the needs of the development of the times. In view of such a situation, this paper explores the integration and development of visual professional education and book creative design using association rule mining. Based on xAPI technology, a data collection platform has been designed to provide security, easy scalability, and real-time data acquisition for visual professional education and creative design text data acquisition. Afterward, the data is preprocessed so that it can be used for association rule mining in the future. The support degree, confidence degree, and enhancement degree of the two are defined to achieve the purpose of constructing the Apriori association rule mining analysis model for the fusion development of visual professional education and book and cultural and creative design. The analysis of the association rules of visual education and creative design shows that 10 association rules are obtained when the minimum support degree is 0.4. The minimum confidence degree is 0.6, and the confidence degree of the practical activities in visual professional education for the cultural elements and creative elements in book and creative design is 0.657, 0.619. The degree of enhancement is 0.709 and 1.021, and the correlation rules of all professional education and book and creative design show a synchronous enhancement of the correlation rules. Association rules show a synchronized enhancement of correlation.

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Research on Modern Book Packaging Design Based on Aesthetic Evaluation Based on a Deep Learning Model

Cited by 2 publications

References 20 publications

Research on the Application of Augmented Reality Technology in Agricultural Product Packaging Design

Research on the Application of Augmented Reality Technology in Agricultural Product Packaging Design

Research on the Integration and Development of Visual Professional Education and Book Creative Design Combined with Association Rule Mining

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