Aziz Perdana, Muhammad Nasrun, C. Setianingsih, M. A. Murti, Andi Sitti Syathirah, Al Agias Bayu Asa, N. I. G. Paulina, Nesa Cristin Natalia Batubara
{"title":"基于Viola-Jones算法图像处理的眼球运动和眨眼分析测谎仪","authors":"Aziz Perdana, Muhammad Nasrun, C. Setianingsih, M. A. Murti, Andi Sitti Syathirah, Al Agias Bayu Asa, N. I. G. Paulina, Nesa Cristin Natalia Batubara","doi":"10.1109/IoTaIS53735.2021.9628413","DOIUrl":null,"url":null,"abstract":"Nowadays, many lies occur and should be noticed and uncovered. However, there are various purposes to lie. Sometimes a lie causes many issues, especially for important things, and needs massive people like business, criminality, and other important things. The author uses The Viola-Jones method, which can detect faces, eye images, and changes in the eyes. Compared with fuzzy logic, this method could give more than 50% of accuracy. From a research and system analysis, 30 respondents are given five questions for each person. This system detection obtained an average of 91.07% accuracy for proper eye movements while 85.30% for flicker eyes. Hence, in total research for system detection of respondents is the accuracy of 78%, the precision of 77%, and the recall of 80% with 117 correct answers from 150 questions for 30 respondents.","PeriodicalId":183547,"journal":{"name":"2021 IEEE International Conference on Internet of Things and Intelligence Systems (IoTaIS)","volume":"79 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-11-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Lie Detector with Eye Movement and Eye Blinks Analysis Based on Image Processing using Viola-Jones Algorithm\",\"authors\":\"Aziz Perdana, Muhammad Nasrun, C. Setianingsih, M. A. Murti, Andi Sitti Syathirah, Al Agias Bayu Asa, N. I. G. Paulina, Nesa Cristin Natalia Batubara\",\"doi\":\"10.1109/IoTaIS53735.2021.9628413\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Nowadays, many lies occur and should be noticed and uncovered. However, there are various purposes to lie. Sometimes a lie causes many issues, especially for important things, and needs massive people like business, criminality, and other important things. The author uses The Viola-Jones method, which can detect faces, eye images, and changes in the eyes. Compared with fuzzy logic, this method could give more than 50% of accuracy. From a research and system analysis, 30 respondents are given five questions for each person. This system detection obtained an average of 91.07% accuracy for proper eye movements while 85.30% for flicker eyes. Hence, in total research for system detection of respondents is the accuracy of 78%, the precision of 77%, and the recall of 80% with 117 correct answers from 150 questions for 30 respondents.\",\"PeriodicalId\":183547,\"journal\":{\"name\":\"2021 IEEE International Conference on Internet of Things and Intelligence Systems (IoTaIS)\",\"volume\":\"79 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-11-23\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE International Conference on Internet of Things and Intelligence Systems (IoTaIS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IoTaIS53735.2021.9628413\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE International Conference on Internet of Things and Intelligence Systems (IoTaIS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IoTaIS53735.2021.9628413","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Lie Detector with Eye Movement and Eye Blinks Analysis Based on Image Processing using Viola-Jones Algorithm
Nowadays, many lies occur and should be noticed and uncovered. However, there are various purposes to lie. Sometimes a lie causes many issues, especially for important things, and needs massive people like business, criminality, and other important things. The author uses The Viola-Jones method, which can detect faces, eye images, and changes in the eyes. Compared with fuzzy logic, this method could give more than 50% of accuracy. From a research and system analysis, 30 respondents are given five questions for each person. This system detection obtained an average of 91.07% accuracy for proper eye movements while 85.30% for flicker eyes. Hence, in total research for system detection of respondents is the accuracy of 78%, the precision of 77%, and the recall of 80% with 117 correct answers from 150 questions for 30 respondents.