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Automatic Singing System of Japanese Songs in Chinese 6th Nov. 2008 - - PowerPoint PPT Presentation
Automatic Singing System of Japanese Songs in Chinese 6th Nov. 2008 - - PowerPoint PPT Presentation
Automatic Singing System of Japanese Songs in Chinese 6th Nov. 2008 CJNLP-2008 EHARA Terumasa Tokyo University of Science, Suwa CJNLP-2008 1 Motivation To enhance the cultural exchange between Japan and China To make Chinese
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Motivation
- To enhance the cultural exchange
between Japan and China
- To make Chinese automatic singing
system
- To improve the quality of singing software
to it of the human singing
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Procedure of automatic singing
Japanese song Lyrics Musical score Machine-translation / post-editing Speaking in Chinese Converting to singing voice Singing in Chinese Tone / duration
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Converting to singing voice
Speaking voice STRAIGHT* (analyzing part)
* Kawahara, H. et al., “Restructuring speech representations using a pitch-adaptive time-frequency smoothing and an instantaneous-frequency-based F0 extraction: Possible role of a repetitive structure in sounds”, Speech Communication, Vol. 27, pp. 187–207, 1999.
F0 contour Spectrum envelope Musical score STRAIGHT (synthesizing part) Singing voice Duration and F0 control
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Duration control
- piecewise linear function
inp - out 000-000 360-200 540-400 630-650 830-750
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F0 control
- Model 0
F0(t) = Y0
- Model 1
F0(t) = Y0 + (a1*t + a0)
- Model 2
F0(t) = Y0 + (a2*t 2 + a1*t + a0)
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Controlled F0 (model 0)
Blue line : original F0 Red line : controlled F0
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Preliminary study
Original 妈 麻 马 骂
Model 0 Model 1 Model 2
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Experiment
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Original Japanese song
(Spring has come)
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Machine-translation / post-editing
春が来た 春が来た どこに来た 山に来た 里に来た 野にも来た 春天来临了 春天来临了 来了哪里 来了到山 来了村落 也来了野地 春天已来了 春天已来了 来到了哪里 来到了山里 来到了村落 也来到野地 Machine-translation Post-editing
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Convert to a singing voice
Speaking Singing (F0 model 0) 来 到 了 哪 里 来 到 了 哪 里~~
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Duration control
来 到 了 哪 里~~~~ 来 到 了 哪 里
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Speaking voice
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Singing voice
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Conclusion
- To develop an automatic singing system of
Japanese songs in Chinese.
- To translate Japanese lyrics into Chinese
using machine-translation and post-editing.
- To convert a speaking voice to a singing
voice in Chinese.
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Future works
- To control Chinese syllabic tones appropriately.
- To use more sophisticated F0 and duration
control technique*
- To extend our method to more complicated
Japanese songs other than children’s songs
* Takeshi Saitou et. al : Vocal conversion from speaking voice to singing voice using STRAIGHT, Interspeech 2007, Aug. 2007.
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Acknowledgement
- Providing STRAIGHT in research use
- Prof. KAWAHARA Hideki (Wakayama univ.)
- Collaborators
Assistant prof. OTA Kenko Former graduate student KUBO Yasushi Under graduate student KOBAYASHI Minoru, YAMAKOSHI Yuuta Research student Qigeqi
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