A HMM-based Mandarin Chinese Singing Voice Synthesis System
文献类型:期刊论文
刊名 | IEEE/CAA Journal of Automatica Sinica
![]() |
出版日期 | 2016 |
卷号 | 3 |
关键词 | Singing voice synthesis melisma discrete cosine transform (DCT) |
ISSN号 | 2095-7106 |
其他题名 | A HMM-based Mandarin Chinese Singing Voice Synthesis System |
英文摘要 | We propose a mandarin Chinese singing voice synthesis system, in which hidden Markov model (HMM)-based speech synthesis technique is used. A mandarin Chinese singing voice corpus is recorded and musical contextual features are well designed for training. F0 and spectrum of singing voice are simultaneously modeled with context-dependent HMMs. There is a new problem, F0 of singing voice is always sparse because of large amount of context, i.e., tempo and pitch of note, key, time signature and etc. So the features hardly ever appeared in the training data cannot be well obtained. To address this problem, difference between F0 of singing voice and that of musical score (DF0) is modeled by a single Viterbi training. To overcome the over-smoothing of the generated F0 contour, syllable level F0 model based on discrete cosine transforms (DCT) is applied, F0 contour is generated by integrating two-level statistical models. The experimental results demonstrate that the proposed system outperforms the baseline system in both objective and subjective evaluations. The proposed system can generate a more natural F0 contour. Furthermore, the syllable level F0 model can make singing voice more expressive. |
语种 | 英语 |
CSCD记录号 | CSCD:5712755 |
源URL | [http://ir.hfcas.ac.cn:8080/handle/334002/60167] ![]() |
专题 | 中国科学院合肥物质科学研究院 |
推荐引用方式 GB/T 7714 | . A HMM-based Mandarin Chinese Singing Voice Synthesis System[J]. IEEE/CAA Journal of Automatica Sinica,2016,3. |
APA | (2016).A HMM-based Mandarin Chinese Singing Voice Synthesis System.IEEE/CAA Journal of Automatica Sinica,3. |
MLA | "A HMM-based Mandarin Chinese Singing Voice Synthesis System".IEEE/CAA Journal of Automatica Sinica 3(2016). |
入库方式: OAI收割
来源:合肥物质科学研究院
浏览0
下载0
收藏0
其他版本
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。