DocumentCode
590658
Title
Consonant enhancement for articulation disorders based on non-negative matrix factorization
Author
Aihara, Ryo ; Takashima, Ryoichi ; Takiguchi, Tetsuya ; Ariki, Yasuo
Author_Institution
Grad. Sch. of Syst. Inf., Kobe Univ., Kobe, Japan
fYear
2012
fDate
3-6 Dec. 2012
Firstpage
1
Lastpage
4
Abstract
We present consonant enhancement on a voice for a person with articulation disorders resulting from athetoid cerebral palsy. The movement of such speakers is limited by their athetoid symptoms, and their consonants are often unstable or unclear, which makes it difficult for them to communicate. Speech recognition for articulation disorders has been studied; however, its recognition rate is still lower than that of physically unimpaired persons. In this paper, an exemplar-based spectral conversion using Non-negative Matrix Factorization (NMF) is applied to consonant enhancement of a voice with articulation disorders. The source speaker´s spectrum is easily converted into a well-ordered speaker´s spectrum. Its effectiveness is examined for voice quality and clarity of consonants for a person with articulation disorders.
Keywords
handicapped aids; matrix decomposition; medical disorders; patient treatment; spectral analysis; speech enhancement; speech recognition; NMF; articulation disorder; athetoid cerebral palsy; athetoid symptom; consonant clarity; consonant enhancement; exemplar-based spectral conversion; nonnegative matrix factorization; physically unimpaired person; recognition rate; speaker movement; speaker spectrum; speech recognition; voice quality; Dictionaries; Feature extraction; Spectrogram; Speech; Speech recognition; Time frequency analysis; Training data;
fLanguage
English
Publisher
ieee
Conference_Titel
Signal & Information Processing Association Annual Summit and Conference (APSIPA ASC), 2012 Asia-Pacific
Conference_Location
Hollywood, CA
Print_ISBN
978-1-4673-4863-8
Type
conf
Filename
6411805
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