{"title":"面部表情动作单位在情绪识别中的统计分析","authors":"Gonzalo F. Olmedo, Nancy Paredes","doi":"10.23919/CISTI58278.2023.10211977","DOIUrl":null,"url":null,"abstract":"In this article, the statistical behavior of the activation intensities of the action units that represent the micro-expressions of the facial expressions for four main emotions, happiness, anger, sadness, and surprise, is analyzed. Based on the results obtained, the distribution of each unit of action is modeled through probability density functions, which will allow the creation of an infinity of random samples, which contribute to emotion evaluation processes and especially to artificial intelligence techniques that require a high number of samples for their training processes.","PeriodicalId":121747,"journal":{"name":"2023 18th Iberian Conference on Information Systems and Technologies (CISTI)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Statistical Analysis of the Units of Action in Facial Expressions for Emotion Recognition\",\"authors\":\"Gonzalo F. Olmedo, Nancy Paredes\",\"doi\":\"10.23919/CISTI58278.2023.10211977\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this article, the statistical behavior of the activation intensities of the action units that represent the micro-expressions of the facial expressions for four main emotions, happiness, anger, sadness, and surprise, is analyzed. Based on the results obtained, the distribution of each unit of action is modeled through probability density functions, which will allow the creation of an infinity of random samples, which contribute to emotion evaluation processes and especially to artificial intelligence techniques that require a high number of samples for their training processes.\",\"PeriodicalId\":121747,\"journal\":{\"name\":\"2023 18th Iberian Conference on Information Systems and Technologies (CISTI)\",\"volume\":\"5 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-06-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 18th Iberian Conference on Information Systems and Technologies (CISTI)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.23919/CISTI58278.2023.10211977\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 18th Iberian Conference on Information Systems and Technologies (CISTI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.23919/CISTI58278.2023.10211977","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Statistical Analysis of the Units of Action in Facial Expressions for Emotion Recognition
In this article, the statistical behavior of the activation intensities of the action units that represent the micro-expressions of the facial expressions for four main emotions, happiness, anger, sadness, and surprise, is analyzed. Based on the results obtained, the distribution of each unit of action is modeled through probability density functions, which will allow the creation of an infinity of random samples, which contribute to emotion evaluation processes and especially to artificial intelligence techniques that require a high number of samples for their training processes.