Qigong Master: A Qigong-Based Attention Training Game Using Action Recognition and Balance Analysis

研究成果: 雜誌貢獻期刊論文同行評審

1 引文 斯高帕斯(Scopus)

摘要

Baduanjin is a type of martial art that is aimed at the development and health of the physical, emotional, and spiritual aspects. It emphasizes on gentle movements, relaxed yet disciplined, and training of mental concentration through relaxation. In order to make Baduanjin attention training more effective and easier, we proposed a novel Baduanjin-based attention training game that instructs the subject to practice Baduanjin using virtual reality and motion analysis. Through a virtual instructor who demonstrates a series of Baduanjin actions, the subject is asked to follow the instructor's movement at any time. Meanwhile, the 3-D position of the subject's body joints is collected by a motion capture device for further analysis using a deep learning model to evaluate the order correctness and precision of the Baduanjin actions. In addition, transfer learning technique is used to solve the problem of small size of Baduanjin data. Preliminary tests with 20 normal individuals showed that the recognition accuracy of the Baduanjin actions reached nearly 97%, and the balance analysis reflected the position change of the body center of mass to a certain extent. We also compared the performance of the model with and without pretraining to demonstrate the importance of transfer learning. The result of these explorations shows the feasibility of this prototype system as an attention training system and its potential as an assistive treatment option. In conclusion, we not only created the virtual instructor that could provide accurate movement demonstration, but also collected objective action data for more accurate balance analysis to provide appropriate feedback.

原文???core.languages.en_GB???
頁(從 - 到)376-383
頁數8
期刊IEEE Transactions on Games
16
發行號2
DOIs
出版狀態已出版 - 1 6月 2024

指紋

深入研究「Qigong Master: A Qigong-Based Attention Training Game Using Action Recognition and Balance Analysis」主題。共同形成了獨特的指紋。

引用此