DeepAI
Log In Sign Up

Speaker Recognition in Bengali Language from Nonlinear Features

04/15/2020
by   Uddalok Sarkar, et al.
0

At present Automatic Speaker Recognition system is a very important issue due to its diverse applications. Hence, it becomes absolutely necessary to obtain models that take into consideration the speaking style of a person, vocal tract information, timbral qualities of his voice and other congenital information regarding his voice. The study of Bengali speech recognition and speaker identification is scarce in the literature. Hence the need arises for involving Bengali subjects in modelling our speaker identification engine. In this work, we have extracted some acoustic features of speech using non linear multifractal analysis. The Multifractal Detrended Fluctuation Analysis reveals essentially the complexity associated with the speech signals taken. The source characteristics have been quantified with the help of different techniques like Correlation Matrix, skewness of MFDFA spectrum etc. The Results obtained from this study gives a good recognition rate for Bengali Speakers.

READ FULL TEXT

page 5

page 6

02/11/2021

Language Independent Emotion Quantification using Non linear Modelling of Speech

At present emotion extraction from speech is a very important issue due ...
08/22/2022

Are disentangled representations all you need to build speaker anonymization systems?

Speech signals contain a lot of sensitive information, such as the speak...
01/09/2022

Emotional Speaker Identification using a Novel Capsule Nets Model

Speaker recognition systems are widely used in various applications to i...
11/07/2021

Retrieving Speaker Information from Personalized Acoustic Models for Speech Recognition

The widespread of powerful personal devices capable of collecting voice ...
02/25/2020

Speech2Phone: A Multilingual and Text Independent Speaker Identification Model

Voice recognition is an area with a wide application potential. Speaker ...
11/08/2018

Who Do I Sound Like? Showcasing Speaker Recognition Technology by YouTube Voice Search

The popularization of science can often be disregarded by scientists as ...
03/08/2022

Digital Speech Algorithms for Speaker De-Identification

The present work is based on the COST Action IC1206 for De-identificatio...