An instrumental intelligibility metric based on information theory

08/17/2017
by   Steven Van Kuyk, et al.
0

We propose a new monaural intrusive instrumental intelligibility metric called SIIB (speech intelligibility in bits). SIIB is an estimate of the amount of information shared between a talker and a listener in bits per second. Unlike existing information theoretic intelligibility metrics, SIIB accounts for talker variability and statistical dependencies between time-frequency units. Our evaluation shows that relative to state-of-the-art intelligibility metrics, SIIB is highly correlated with the intelligibility of speech that has been degraded by noise and processed by speech enhancement algorithms.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
03/28/2022

CMGAN: Conformer-based Metric GAN for Speech Enhancement

Recently, convolution-augmented transformer (Conformer) has achieved pro...
research
09/22/2022

CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement

Convolution-augmented transformers (Conformers) are recently proposed in...
research
08/13/2020

Enhancing Speech Intelligibility in Text-To-Speech Synthesis using Speaking Style Conversion

The increased adoption of digital assistants makes text-to-speech (TTS) ...
research
02/20/2023

Real-Time Speech Enhancement Using Spectral Subtraction with Minimum Statistics and Spectral Floor

An initial real-time speech enhancement method is presented to reduce th...
research
12/11/2021

U-shaped Transformer with Frequency-Band Aware Attention for Speech Enhancement

The state-of-the-art speech enhancement has limited performance in speec...
research
05/15/2023

ForkNet: Simultaneous Time and Time-Frequency Domain Modeling for Speech Enhancement

Previous research in speech enhancement has mostly focused on modeling t...
research
08/20/2017

An evaluation of intrusive instrumental intelligibility metrics

Instrumental intelligibility metrics are commonly used as an alternative...

Please sign up or login with your details

Forgot password? Click here to reset