Assessment System for Imitative Ability for Children with Autism Spectrum Disorder Based on Human Pose Estimation

被引:0
|
作者
Ma, Hanwei [1 ,2 ]
Chen, Bowen [1 ]
Ren, Weihong [1 ]
Wang, Ziheng [1 ]
Wang, Zhiyong [3 ]
Jiang, Weibo [1 ]
Lin, Ruihan [1 ]
Liu, Honghai [1 ]
机构
[1] Harbin Inst Technol, State Key Lab Robot & Syst, Shenzhen, Peoples R China
[2] Peng Cheng Lab, Shenzhen, Peoples R China
[3] Shanghai Jiao Tong Univ, State Key Lab Mech Syst & Vibrat, Shanghai, Peoples R China
关键词
Autism spectrum disorder; Imitative ability; Early intervention; Human pose estimation;
D O I
10.1007/978-3-031-13844-7_35
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Autism spectrum disorders is a range of neurodevelopmental conditions primarily characterized by difficulties in social interactions, differences in communication, and presentations of rigid and repetitive behavior. The evidence shows that the functional social behavior of children with autism can be enhanced by early intervention. However, traditional intervention methods meet problems, e.g., assessment results are varied from one clinician to another while sometimes children are lack of interest in intervention. To address these problems, we design a computer-aided motion imitation assessment system based on human pose estimation in this paper. The system is implemented by Unity3D. We recruit 10 people (5 people with imitation ability defect and 5 people without imitation ability defect) participated in the experiment, and the result shows that the system can effectively evaluate the motion imitation ability. Finally, three future development directions of the system are further discussed for better application in autistic early intervention.
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收藏
页码:360 / 369
页数:10
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