Action Recognition Model in Choral Conducting Teaching in Colleges and Universities under New Media Environment

doi:10.1155/2022/9330699

LZUFE-KMS > 艺术学院

	Action Recognition Model in Choral Conducting Teaching in Colleges and Universities under New Media Environment
	Jiao, Jian
	2022
发表期刊	Computational Intelligence and Neuroscience
卷号	2022
摘要	In current college music education, choral conducting is a required course for students. The course implementation aims to cultivate excellent and high-quality choral conductors. The requirements for choral conducting teaching in college music education under the new media environment have been further improved. First, this study gives the value of applying new media technology in choral conducting teaching in colleges and universities. Then, based on the key point that choral conductors' expression of music mainly relies on gestural language, an action recognition model in college choral conducting teaching is proposed. The model is designed with an adaptive deep graph convolution model, and a spatio-temporal convolution submodel with a small number of parameters is created using group convolution. After the trained teacher model is obtained, the spatio-temporal convolutional submodel with fewer parameters is trained using the knowledge distillation method combined with data augmentation techniques. The final action recognition fusion model is obtained using the linear fusion method. The experimental results demonstrate that the proposed model can recognize the movements in college choral conducting teaching with higher performance than other existing models, which provides effective guidance for college choral conducting teaching in the new media environment. © 2022 Jian Jiao.
关键词	Distillation Education computing Students Teaching current Action recognition Colleges and universities High quality Music education New media New media technologies Recognition models Spatio-temporal Submodels
DOI	10.1155/2022/9330699
收录类别	EI ; SCIE
ISSN	1687-5265
语种	英语
WOS研究方向	Mathematical & Computational Biology ; Neurosciences & Neurology
WOS类目	Mathematical & Computational Biology ; Neurosciences
WOS记录号	WOS:000871909600020
出版者	Hindawi Limited
EI入藏号	20223512659820
EI主题词	Convolution
EI分类号	716.1 Information Theory and Signal Processing ; 802.3 Chemical Operations
原始文献类型	Journal article (JA)
EISSN	1687-5273
引用统计	被引频次：4[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.lzufe.edu.cn/handle/39EH0E1M/33199
专题	艺术学院
作者单位	Lanzhou University of Finance and Economics, Gansu Province, Lanzhou City, China
第一作者单位	兰州财经大学
推荐引用方式 GB/T 7714	Jiao, Jian. Action Recognition Model in Choral Conducting Teaching in Colleges and Universities under New Media Environment[J]. Computational Intelligence and Neuroscience,2022,2022.
APA	Jiao, Jian.(2022).Action Recognition Model in Choral Conducting Teaching in Colleges and Universities under New Media Environment.Computational Intelligence and Neuroscience,2022.
MLA	Jiao, Jian."Action Recognition Model in Choral Conducting Teaching in Colleges and Universities under New Media Environment".Computational Intelligence and Neuroscience 2022(2022).