Speaker verification system based on articulatory information from ultrasound recordings
Fuente:
Redalyc
Salvato in:
| Autore principale: | |
|---|---|
| Natura: | Artículo científico |
| Lingua: | en |
| Pubblicazione: |
Universidad Nacional de Colombia
2020
|
| Soggetti: | |
| Accesso online: | |
| Tags: |
Aggiungi Tag
Nessun Tag, puoi essere il primo ad aggiungerne!!
|
| _version_ | 1876474354948112384 |
|---|---|
| author | Dagoberto Porras-Plata |
| author_facet | Dagoberto Porras-Plata |
| contents | Speaker verification system based on articulatory information from ultrasound recordings Dagoberto Porras-Plata Milton Sarria-Paja Alexander Sepúlveda-Sepúlveda Ingeniería GMMs vectors ultrasound Speech processing speaker verification Current state-of-the-art speaker verification (SV) systems are known to be strongly affected by unexpected variability presented during testing, such as environmental noise or changes in vocal effort. In this work, we analyze and evaluate articulatory information of the tongue's movement as a means to improve the performance of speaker verification systems. We use a Spanish database, where besides the speech signals, we also include articulatory information that was acquired with an ultrasound system. Two groups of features are proposed to represent the articulatory information, and the obtained performance is compared to an SV system trained only with acoustic information. Our results show that the proposed features contain highly discriminative information, and they are related to speaker identity; furthermore, these features can be used to complement and improve existing systems by combining such information with cepstral coefficients at the feature level. 2020 artículo científico 0012-7353 https://www.redalyc.org/articulo.oa?id=49664596001 https://www.redalyc.org/journal/496/49664596001/ https://www.redalyc.org/journal/496/49664596001/html/ https://www.redalyc.org/journal/496/49664596001/49664596001.epub https://www.redalyc.org/journal/496/49664596001/movil 10.15446/dyna.v87n213.81772 en http://www.redalyc.org/revista.oa?id=496 Dyna application/pdf Universidad Nacional de Colombia Dyna (Colombia) Num.213 Vol.87 |
| format | Artículo científico |
| id | redalyc_49664596001 |
| institution | Redalyc |
| language | en |
| publishDate | 2020 |
| publisher | Universidad Nacional de Colombia |
| spellingShingle | Speaker verification system based on articulatory information from ultrasound recordings Dagoberto Porras-Plata Ingeniería GMMs vectors ultrasound Speech processing speaker verification Speaker verification system based on articulatory information from ultrasound recordings Dagoberto Porras-Plata Milton Sarria-Paja Alexander Sepúlveda-Sepúlveda Ingeniería GMMs vectors ultrasound Speech processing speaker verification Current state-of-the-art speaker verification (SV) systems are known to be strongly affected by unexpected variability presented during testing, such as environmental noise or changes in vocal effort. In this work, we analyze and evaluate articulatory information of the tongue's movement as a means to improve the performance of speaker verification systems. We use a Spanish database, where besides the speech signals, we also include articulatory information that was acquired with an ultrasound system. Two groups of features are proposed to represent the articulatory information, and the obtained performance is compared to an SV system trained only with acoustic information. Our results show that the proposed features contain highly discriminative information, and they are related to speaker identity; furthermore, these features can be used to complement and improve existing systems by combining such information with cepstral coefficients at the feature level. 2020 artículo científico 0012-7353 https://www.redalyc.org/articulo.oa?id=49664596001 https://www.redalyc.org/journal/496/49664596001/ https://www.redalyc.org/journal/496/49664596001/html/ https://www.redalyc.org/journal/496/49664596001/49664596001.epub https://www.redalyc.org/journal/496/49664596001/movil 10.15446/dyna.v87n213.81772 en http://www.redalyc.org/revista.oa?id=496 Dyna application/pdf Universidad Nacional de Colombia Dyna (Colombia) Num.213 Vol.87 |
| title | Speaker verification system based on articulatory information from ultrasound recordings |
| topic | Ingeniería GMMs vectors ultrasound Speech processing speaker verification |
| url | https://www.redalyc.org/articulo.oa?id=49664596001 https://www.redalyc.org/journal/496/49664596001/ https://www.redalyc.org/journal/496/49664596001/html/ https://www.redalyc.org/journal/496/49664596001/49664596001.epub https://www.redalyc.org/journal/496/49664596001/movil |