Limited-data automatic speaker verification algorithm using band-limited  phase-only correlation function

ángel PEDROZA; José De La ROSA; José De Jesus VILLA; Aldonso BECERRA

Makale detayları

Limited-data automatic speaker verification algorithm using band-limited phase-only correlation function

Yazarlar:

ángel PEDROZA | José De La ROSA | José De Jesus VILLA | Aldonso BECERRA

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2019 Vol.27 Issue 4, pp.3150-3164

Belge Tipi:

Makale

Yayın Tarihi:

7/2019

Belge Dili:

İngilizce

Document ID (Org No.):

2000733903

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632

Özet:

 

In this paper, a new method to deal with automatic speaker verification based on band-limited phaseonly  correlation (BLPOC) is proposed. The aim of this study is to validate the use of the BLPOC function as a new  limited-data automatic speaker verification technique. Although some speaker verification techniques have high accuracy,  efficiency usually depends on the extraction of complex theoretical information from speech signals and the amount of the  data for training the algorithms. The BLPOC function is a high-accuracy biometric technique traditionally implemented  in human identification by fingerprints (through image-matching). When applying the BLPOC function in automatic  speaker verification through the proposed algorithms (under limited-data conditions), a 98.24% true acceptance rate  (TAR) and 87.17% true rejection rate (TRR) in a custom database (and 93.75% TAR and 67.05% TRR in the ELSDSR  database) were obtained. The proposed algorithm is a theoretically simple method for automatic speaker verification  whose main advantage is that it can provide identification under limited-data conditions. In this sense, the BLPOC  function could be applicable in other limited-data biometric identifications by sound signals.

Makale detayları

Limited-data automatic speaker verification algorithm using band-limited phase-only correlation function

Yazarlar: ángel PEDROZA | José De La ROSA | José De Jesus VILLA | Aldonso BECERRA

Yayıncı: TUBITAK

Dergi: Turkish Journal of Electrical Engineering and Computer Science 2019 Vol.27 Issue 4, pp.3150-3164

Belge Tipi: Makale

Yayın Tarihi: 7/2019

Belge Dili: İngilizce

Document ID (Org No.): 2000733903

Sıklık: İki Aylık

eISSN: 1303-6203

pISSN: 1300-0632

Sayı

Yazarlar:

ángel PEDROZA | José De La ROSA | José De Jesus VILLA | Aldonso BECERRA

Yayıncı:

TUBITAK

Dergi:

Turkish Journal of Electrical Engineering and Computer Science 2019 Vol.27 Issue 4, pp.3150-3164

Belge Tipi:

Makale

Yayın Tarihi:

7/2019

Belge Dili:

İngilizce

Document ID (Org No.):

2000733903

Sıklık:

İki Aylık

eISSN:

1303-6203

pISSN:

1300-0632