A Computational Study of Expressive Facial Dynamics in Children with Autism

被引:47
作者
Guha, Tanaya [1 ]
Yang, Zhaojun [2 ]
Grossman, Ruth B. [3 ]
Narayanan, Shrikanth S. [2 ]
机构
[1] Indian Inst Technol, Dept Elect Engn, Kanpur 208016, Uttar Pradesh, India
[2] Univ Southern Calif, SAIL, Los Angeles, CA 90089 USA
[3] Emerson Coll, FACE Lab, Boston, MA 02116 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
Autism; perception; motion capture; facial expressions; facial dynamics; SPECTRUM; COMPLEXITY; EMOTIONS; PATTERNS; GESTURES; FACES;
D O I
10.1109/TAFFC.2016.2578316
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Several studies have established that facial expressions of children with autism are often perceived as atypical, awkward or less engaging by typical adult observers. Despite this clear deficit in the quality of facial expression production, very little is understood about its underlying mechanisms and characteristics. This paper takes a computational approach to studying details of facial expressions of children with high functioning autism(HFA). The objective is to uncover those characteristics of facial expressions, notably distinct from those in typically developing children, and which are otherwise difficult to detect by visual inspection. We use motion capture data obtained from subjects with HFA and typically developing subjects while they produced various facial expressions. This data is analyzed to investigate how the overall and local facial dynamics of children with HFA differ from their typically developing peers. Our major observations include reduced complexity in the dynamic facial behavior of the HFA group arising primarily from the eye region.
引用
收藏
页码:14 / 20
页数:7
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