- Tytuł:
- Joint Factor Analysis of Channel Mismatch in Whispering Speaker Verification
- Autorzy:
-
Lv, G
Zhao, H. - Powiązania:
- https://bibliotekanauki.pl/articles/176713.pdf
- Data publikacji:
- 2012
- Wydawca:
- Polska Akademia Nauk. Czytelnia Czasopism PAN
- Tematy:
-
joint factor analysis
whisper
speaker verification - Opis:
- A speaker recognition system based on joint factor analysis (JFA) is proposed to improve whisper- ing speakers’ recognition rate under channel mismatch. The system estimated separately the eigenvoice and the eigenchannel before calculating the corresponding speaker and the channel factors. Finally, a channel-free speaker model was built to describe accurately a speaker using model compensation. The test results from the whispered speech databases obtained under eight different channels showed that the correct recognition rate of a recognition system based on JFA was higher than that of the Gaussian Mixture Model–Universal Background Model. In particular, the recognition rate in cellphone channel tests increased significantly.
- Źródło:
-
Archives of Acoustics; 2012, 37, 4; 555-559
0137-5075 - Pojawia się w:
- Archives of Acoustics
- Dostawca treści:
- Biblioteka Nauki