Subband DCT and EMD Based Hybrid Soft Thresholding for Speech Enhancement

Joint Authors

Hirose, Keikichi
Minematsu, Nobuaki
Deger, Erhan
Molla, Md. Khademul Islam
Hasan, Md. Kamrul

Source

Advances in Acoustics and Vibration

Issue

Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-11, 11 p.

Publisher

Hindawi Publishing Corporation

Publication Date

2014-05-20

Country of Publication

Egypt

No. of Pages

11

Main Subjects

Physics

Abstract EN

This paper presents a two-stage soft thresholding algorithm based on discrete cosine transform (DCT) and empirical mode decomposition (EMD).

In the first stage, noisy speech is decomposed into eight frequency bands and a specific noise variance is calculated for each one.

Based on this variance, each band is denoised using soft thresholding in DCT domain.

The remaining noise is eliminated in the second stage through a time domain soft thresholding strategy adapted to the intrinsic mode functions (IMFs) derived by applying EMD on the signal obtained from the first stage processing.

Significantly better SNR improvement and perceptual speech quality results for different noise types prove the superiority of the proposed algorithm over recently reported techniques.

American Psychological Association (APA)

Deger, Erhan& Molla, Md. Khademul Islam& Hirose, Keikichi& Minematsu, Nobuaki& Hasan, Md. Kamrul. 2014. Subband DCT and EMD Based Hybrid Soft Thresholding for Speech Enhancement. Advances in Acoustics and Vibration،Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-497073

Modern Language Association (MLA)

Deger, Erhan…[et al.]. Subband DCT and EMD Based Hybrid Soft Thresholding for Speech Enhancement. Advances in Acoustics and Vibration No. 2014 (2014), pp.1-11.
https://search.emarefa.net/detail/BIM-497073

American Medical Association (AMA)

Deger, Erhan& Molla, Md. Khademul Islam& Hirose, Keikichi& Minematsu, Nobuaki& Hasan, Md. Kamrul. Subband DCT and EMD Based Hybrid Soft Thresholding for Speech Enhancement. Advances in Acoustics and Vibration. 2014. Vol. 2014, no. 2014, pp.1-11.
https://search.emarefa.net/detail/BIM-497073

Data Type

Journal Articles

Language

English

Notes

Includes bibliographical references

Record ID

BIM-497073