Emotion Recognition in Dance: A Novel Approach Using Laban Movement Analysis and Artificial Intelligence

被引:0
|
作者
Wang, Hong [1 ]
Zhao, Chenyang [1 ]
Huang, Xu [2 ]
Zhu, Yaguang [1 ]
Qu, Chengyi [3 ]
Guo, Wenbin [4 ]
机构
[1] Changan Univ, Sch Construct Machinery, Xian 710064, Peoples R China
[2] Univ Missouri, Dept Mech & Aerosp, Columbia, MO 65211 USA
[3] Florida Gulf Coast Univ, UA Whitaker Coll Engn, Ft Myers, FL 33965 USA
[4] Univ Florida, Coll Med, Gainesville, FL 32611 USA
关键词
Human emotion classification; Artificial intelligence; Laban movement analysis;
D O I
10.1007/978-3-031-61063-9_13
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Dance, as a highly expressive form of art, conveys intense emotions through bodily movements and postures. In the field of human-computer interaction, the automated recognition of dance movements poses a significant challenge concerning artistic expression and emotional classification. Analyzing dance movements enables us to extract rich emotional information. This paper introduces a novel approach for dance emotion recognition-the Laban Movement Analysis (LMA)-which characterizes the human body based on three aspects: body distribution, body structure, and dynamic trends. Leveraging artificial intelligence-based computer vision technology, we conduct a comparative analysis and supervised learning on existing dance performance video datasets. Various machine learning algorithms are trained and compared. The results indicate that recognizing emotional information from the perspective of dance movements achieves a high level of accuracy.
引用
收藏
页码:189 / 201
页数:13
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