Robust and Complex Approach of Pathological Speech Signal Analysis

03/17/2022
by   Jiri Mekyska, et al.
0

This paper presents a study of the approaches in the state-of-the-art in the field of pathological speech signal analysis with a special focus on parametrization techniques. It provides a description of 92 speech features where some of them are already widely used in this field of science and some of them have not been tried yet (they come from different areas of speech signal processing like speech recognition or coding). As an original contribution, this work introduces 36 completely new pathological voice measures based on modulation spectra, inferior colliculus coefficients, bicepstrum, sample and approximate entropy and empirical mode decomposition. The significance of these features was tested on 3 (English, Spanish and Czech) pathological voice databases with respect to classification accuracy, sensitivity and specificity.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/13/2022

The Effectiveness of Time Stretching for Enhancing Dysarthric Speech for Improved Dysarthric Speech Recognition

In this paper, we investigate several existing and a new state-of-the-ar...
research
09/02/2020

Convolutional Speech Recognition with Pitch and Voice Quality Features

The effects of adding pitch and voice quality features such as jitter an...
research
06/18/2021

Analysis and Tuning of a Voice Assistant System for Dysfluent Speech

Dysfluencies and variations in speech pronunciation can severely degrade...
research
02/22/2022

Wavebender GAN: An architecture for phonetically meaningful speech manipulation

Deep learning has revolutionised synthetic speech quality. However, it h...
research
08/22/2022

DualVoice: Speech Interaction that Discriminates between Normal and Whispered Voice Input

Interactions based on automatic speech recognition (ASR) have become wid...
research
04/22/2019

hf0: A hybrid pitch extraction method for multimodal voice

Pitch or fundamental frequency (f0) extraction is a fundamental problem ...
research
09/03/2019

Quantifying and Correlating Rhythm Formants in Speech

The objective of the present study is exploratory: to introduce and appl...

Please sign up or login with your details

Forgot password? Click here to reset