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The Child Emotion Facial Expression Set: A Database for Emotion Recognition in Children

机译:儿童情感面部表情集:儿童情感识别数据库

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摘要

Background: This study developed a photo and video database of 4-to-6-year-olds expressing the seven induced and posed universal emotions and a neutral expression. Children participated in photo and video sessions designed to elicit the emotions, and the resulting images were further assessed by independent judges in two rounds.Methods: In the first round, two independent judges (1 and 2), experts in the Facial Action Coding System, firstly analysed 3,668 emotions facial expressions stimuli from 132 children. Both judges reached 100% agreement regarding 1,985 stimuli (124 children), which were then selected for a second round of analysis between judges 3 and 4.Results: The result was 1,985 stimuli (51% of the photographs) were produced from 124 participants (55% girls). A Kappa index of 0.70 and an accuracy of 73% between experts were observed. Lower accuracy was found for emotional expression by 4-year-olds than 6-year-olds. Happiness, disgust and contempt had the highest agreement. After a sub-analysis evaluation of all four judges, 100% agreement was reached for 1,381 stimuli which compound the ChildEFES database with 124 participants (59% girls) and 51% induced photographs. The number of stimuli of each emotion were: 87 for neutrality, 363 for happiness, 170 for disgust, 104 for surprise, 152 for fear, 144 for sadness, 157 for anger 157, and 183 for contempt.Conclusions: The findings show that this photo and video database can facilitate research on the mechanisms involved in early childhood recognition of facial emotions in children, contributing to the understanding of facial emotion recognition deficits which characterise several neurodevelopmental and psychiatric disorders.
机译:背景:本研究开发了一张4至6岁的照片和视频数据库,表达了七个诱导和构成的普遍情绪和中性表达。孩子们参加了旨在引发情绪的照片和视频会议,并通过两轮独立法官进一步评估所产生的图像。方法:在第一轮,两个独立法官(1和2),面部行动编码系统的专家,首先分析了132名儿童的3,668个情绪表达刺激。两位法官都达到了100%关于1,985名刺激(124名儿童)的协议,然后在评委3和4.结果之间选择了第二轮分析:结果是1,985次刺激(51%的照片)由124名参与者制作( 55%的女孩)。观察到Kappa指数为0.70,专家之间的73%的准确度。 4岁儿童的情绪表达,比6岁儿童的情感表达较低。幸福,厌恶和蔑视具有最高的协议。在对所有四名法官进行分析评估后,达到100%协议的1,381次刺激,将童年数据库与124名参与者(59%的女孩)和51%诱导的照片复制。每种情绪的刺激次数为:87用于中立,363幸福,170令人厌恶,104令人惊讶,152为恐惧,144为悲伤,157为愤怒157,183岁的悲伤。结论:调查结果表明这一点照片和视频数据库可以促进研究儿童面部情感早期幼儿识别的机制,有助于了解面部情感识别缺陷,其特征是几种神经发育和精神病疾病的表征。

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