A Movie Role Based Video Dataset for Autism Spectrum Disorder Micro-Expression Detection

Autism Spectrum Disorder (ASD) is a developmental neurodevelopmental disorder in which patients often suffer from social difficulties, language and communication disorders. Cinemetrics refers to the quantitative analysis and measurement of movies using a variety of metrics. Micro-expressions are very brief, imperceptible changes in facial expression, and the micro-expressions of people with autism spectrum disorders are often a true reflection of their internal state. Therefore, the use of the Cinemetrics method for extracting micro-expressions from ASD patients in movies and analyzing them can help doctors in the early diagnosis of ASD patients. In this paper, a dataset of micro-expressions of ASD patients in movies is established, and 2,944 micro-expression images from 972 shots in ten films are collected and labelled with micro-expressions. Five target detection algorithms are used to detect them. Finally, our database is proved to be effective by the detection results.

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Published
2024-09-13
DOI
https://doi.org/10.1109/mvipit65697.2024.00011
Primary Topic
Autism Spectrum Disorder Research
Type
article
Field-Weighted Citation Impact
0.00

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article

A Movie Role Based Video Dataset for Autism Spectrum Disorder Micro-Expression Detection

Ning Xu, Haolong Li, Yuxuan Li, Chen Li et al.
Autism Spectrum Disorder Research
article

A Movie Role Based Video Dataset for Autism Spectrum Disorder Micro-Expression Detection

Ning Xu, Haolong Li, Yuxuan Li, Chen Li, Chenxi Liu, Jiarong Liu, Yutong Gu, Hongwei Lei
article en

Abstract

Autism Spectrum Disorder (ASD) is a developmental neurodevelopmental disorder in which patients often suffer from social difficulties, language and communication disorders. Cinemetrics refers to the quantitative analysis and measurement of movies using a variety of metrics. Micro-expressions are very brief, imperceptible changes in facial expression, and the micro-expressions of people with autism spectrum disorders are often a true reflection of their internal state. Therefore, the use of the Cinemetrics method for extracting micro-expressions from ASD patients in movies and analyzing them can help doctors in the early diagnosis of ASD patients. In this paper, a dataset of micro-expressions of ASD patients in movies is established, and 2,944 micro-expression images from 972 shots in ten films are collected and labelled with micro-expressions. Five target detection algorithms are used to detect them. Finally, our database is proved to be effective by the detection results.

Liaoning Shihua University (CN), Northeastern University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 72%
Autism Spectrum Disorder Research
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