{"title":"基于特征模型的说话人识别技术研究","authors":"Haoyu Jiang, Hongzhi Yu","doi":"10.1145/3544109.3544169","DOIUrl":null,"url":null,"abstract":"Speaker recognition, also known as voiceprint recognition, as the name implies, is to identify \"who is speaking\" by sound, and is a biometric identification technology that identifies the speaker's identity based on the speaker's personality information in the voice signal. In this paper, through a survey of speaker recognition literature and related technologies, the two main tasks of speaker recognition, speaker confirmation and speaker recognition, are introduced, and some models in the development of speaker recognition technology are introduced. From the early Gaussian Mixture Model-Universal Background Model, to Joint Factor Analysis and I-vector model, to the emergence of various new feature models combined with deep learning, the recognition effect is getting better and better. Recognizable scenarios are also becoming more complex. Finally, the speaker recognition technology is summarized and its future research is prospected.","PeriodicalId":187064,"journal":{"name":"Proceedings of the 3rd Asia-Pacific Conference on Image Processing, Electronics and Computers","volume":"106 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-04-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Research on Speaker Recognition Technology Based on Feature Model\",\"authors\":\"Haoyu Jiang, Hongzhi Yu\",\"doi\":\"10.1145/3544109.3544169\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Speaker recognition, also known as voiceprint recognition, as the name implies, is to identify \\\"who is speaking\\\" by sound, and is a biometric identification technology that identifies the speaker's identity based on the speaker's personality information in the voice signal. In this paper, through a survey of speaker recognition literature and related technologies, the two main tasks of speaker recognition, speaker confirmation and speaker recognition, are introduced, and some models in the development of speaker recognition technology are introduced. From the early Gaussian Mixture Model-Universal Background Model, to Joint Factor Analysis and I-vector model, to the emergence of various new feature models combined with deep learning, the recognition effect is getting better and better. Recognizable scenarios are also becoming more complex. Finally, the speaker recognition technology is summarized and its future research is prospected.\",\"PeriodicalId\":187064,\"journal\":{\"name\":\"Proceedings of the 3rd Asia-Pacific Conference on Image Processing, Electronics and Computers\",\"volume\":\"106 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-04-14\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 3rd Asia-Pacific Conference on Image Processing, Electronics and Computers\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1145/3544109.3544169\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 3rd Asia-Pacific Conference on Image Processing, Electronics and Computers","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3544109.3544169","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Research on Speaker Recognition Technology Based on Feature Model
Speaker recognition, also known as voiceprint recognition, as the name implies, is to identify "who is speaking" by sound, and is a biometric identification technology that identifies the speaker's identity based on the speaker's personality information in the voice signal. In this paper, through a survey of speaker recognition literature and related technologies, the two main tasks of speaker recognition, speaker confirmation and speaker recognition, are introduced, and some models in the development of speaker recognition technology are introduced. From the early Gaussian Mixture Model-Universal Background Model, to Joint Factor Analysis and I-vector model, to the emergence of various new feature models combined with deep learning, the recognition effect is getting better and better. Recognizable scenarios are also becoming more complex. Finally, the speaker recognition technology is summarized and its future research is prospected.