{"title":"一个非常低比特率的语音编码器使用HMM与说话人自适应","authors":"T. Masuko, K. Tokuda, Takao Kobayashi","doi":"10.21437/ICSLP.1998-375","DOIUrl":null,"url":null,"abstract":"This paper describes a speaker adaptation technique for a phonetic vocoder based on HMM. In the vocoder, the encoder performs phoneme recognition and transmits phoneme indexes and state durations to the decoder, and the decoder synthesizes speech using HMM-based speech synthesis technique. One of the main problems of this vocoder is that the voice characteristics of synthetic speech depend on HMMs used in the decoder, and are therefore fixed regardless of a variety of input speakers. To overcome this problem, we adapt HMMs to input speech by transmitting transfer vectors, information on mismatch between the input speech and HMMs. The results of the subjective tests show that the performance of the proposed vocoder without quantization of transfer vectors is comparable to that of a speaker dependent vocoder.","PeriodicalId":117113,"journal":{"name":"5th International Conference on Spoken Language Processing (ICSLP 1998)","volume":"51 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1998-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"12","resultStr":"{\"title\":\"A very low bit rate speech coder using HMM with speaker adaptation\",\"authors\":\"T. Masuko, K. Tokuda, Takao Kobayashi\",\"doi\":\"10.21437/ICSLP.1998-375\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper describes a speaker adaptation technique for a phonetic vocoder based on HMM. In the vocoder, the encoder performs phoneme recognition and transmits phoneme indexes and state durations to the decoder, and the decoder synthesizes speech using HMM-based speech synthesis technique. One of the main problems of this vocoder is that the voice characteristics of synthetic speech depend on HMMs used in the decoder, and are therefore fixed regardless of a variety of input speakers. To overcome this problem, we adapt HMMs to input speech by transmitting transfer vectors, information on mismatch between the input speech and HMMs. The results of the subjective tests show that the performance of the proposed vocoder without quantization of transfer vectors is comparable to that of a speaker dependent vocoder.\",\"PeriodicalId\":117113,\"journal\":{\"name\":\"5th International Conference on Spoken Language Processing (ICSLP 1998)\",\"volume\":\"51 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1998-11-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"12\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"5th International Conference on Spoken Language Processing (ICSLP 1998)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.21437/ICSLP.1998-375\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"5th International Conference on Spoken Language Processing (ICSLP 1998)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.21437/ICSLP.1998-375","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A very low bit rate speech coder using HMM with speaker adaptation
This paper describes a speaker adaptation technique for a phonetic vocoder based on HMM. In the vocoder, the encoder performs phoneme recognition and transmits phoneme indexes and state durations to the decoder, and the decoder synthesizes speech using HMM-based speech synthesis technique. One of the main problems of this vocoder is that the voice characteristics of synthetic speech depend on HMMs used in the decoder, and are therefore fixed regardless of a variety of input speakers. To overcome this problem, we adapt HMMs to input speech by transmitting transfer vectors, information on mismatch between the input speech and HMMs. The results of the subjective tests show that the performance of the proposed vocoder without quantization of transfer vectors is comparable to that of a speaker dependent vocoder.