Password-dependent speaker verification using quantized acoustic trajectories

نویسندگان

  • Luc Gagnon
  • Peter Stubley
  • Ghislain Mailhot
چکیده

Speaker verification requires either two steps (identity claim and verification) or the use of speech recognition to determine the password phrase. The single step method using speech recognition is textand language-dependent. We describe a novel single-step method based on Gaussian mixture models and quantized acoustic trajectories that does not use any linguistic knowledge and is thus textand languageindependent. Although a two-step process can be more accurate, our approach is significantly better than speaker identification and is more convenient than a two-step process.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Speaker verification based on the fusion of speech acoustics and inverted articulatory signals

We propose a practical, feature-level and score-level fusion approach by combining acoustic and estimated articulatory information for both text independent and text dependent speaker verification. From a practical point of view, we study how to improve speaker verification performance by combining dynamic articulatory information with the conventional acoustic features. On text independent spe...

متن کامل

Speech detection for text-dependent speaker verification

The performance of text-dependent speaker verification systems degrades in noisy environment and when the true speaker utters words that are not part of the verification password. Energy-based voice activity detection (VAD) algorithms cannot distinguish between the true speaker’s speech and other background speech or between the speaker’s verification password and other words uttered by the spe...

متن کامل

User-customized password speaker verification using multiple reference and background models

This paper discusses and optimizes an HMM/GMM based User-Customized Password Speaker Verification (UCP-SV) system. Unlike text-dependent speaker verification, in UCP-SV systems, customers can choose their own passwords with no lexical constraints. The password has to be pronounced a few times during the enrollment step to create a customer dependent model. Although potentially more “user-friend...

متن کامل

Extraction of Speaker Features from Different Stages of DSR Front-Ends for Distributed Speaker Verification

The ETSI has recently published a front-end processing standard for distributed speech recognition systems. The key idea of the standard is to extract the spectral features of speech signals at the front-end terminals so that acoustic distortion caused by communication channels can be avoided. This paper investigates the effect of extracting spectral features from different stages of the front-...

متن کامل

General phrase speaker verification using sub-word background models and likelihood-ratio scoring

We present a design and study the performance of a text-dependent speaker veri cation system using general phrase passwords. The text of the password utterance and its phone transcription are assumed to be available. The problems that are addressed include the appropriate choice of units for building target speaker models and the choice of background models for likelihoodratio scoring.

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2001