Applied Mathematics and Nonlinear Sciences
Journal license

Journal

Applied Mathematics and Nonlinear Sciences


Volume
& Issue

Volume 9, Issue 1


Published
on

July 9, 2024


Pages


DOI

Article

Research on the Application of Deep Learning Algorithm Based Design Technology in Lacquer Art Teaching


Authors

Xionghui Yang Affiliation:
School of Cultural Communication and Design, Guangdong Open University (Guangdong Polytechnic Institute), Guangzhou, Guangdong, 510091, China.
, Hui Fan Affiliation:
School of Cultural Communication and Design, Guangdong Open University (Guangdong Polytechnic Institute), Guangzhou, Guangdong, 510091, China.
and Linzhi Zhou Affiliation:
Digital Media System, Guangzhou Institute of Software, Guangzhou, Guangdong, 510980, China.


Abstract

In the era of big data, analyzing students’ classroom behavioral status is an effective means of enhancing teaching quality and performance. This paper proposes algorithmic research on student behavior recognition and detection, researches the related algorithms of convolutional neural network’s target detection, further improves the student behavior recognition algorithm of YOLOv5, and tests the optimization program of lacquer art teaching as a real-world test research in terms of students’ behaviors and teaching effects. After using the behavior recognition algorithm proposed in this paper, the students achieved certain results in the creative learning of lacquer artworks. The student’s final grades in lacquer art have a good improvement; the mean value of the final grades of the experimental class is 89.43, the mean value of the final grades of the control class is 85.32, and the mean value of the final grades of the experimental class is higher than that of the control class by 4.11. It can be concluded that the use of learning behavioral recognition algorithms in the teaching of lacquer art has a good effect on enhancement.


Keywords

Deep learning algorithm, Lacquer teaching, Convolutional neural network algorithm, YOLOv5, 97P20


Citation

Yang, X., Fan, H., & Zhou, L. (2024). Research on the application of deep learning algorithm based design technology in lacquer art teaching. Applied Mathematics and Nonlinear Sciences, 9(1). https://doi.org/10.2478/amns-2024-1810

Published by: Engineering Journals

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