Performance Comparison of STFT and DWT in Audio Denoising

This paper describes the basic idea about Short-Time Fourier Transform (STFT) as well as Discrete Wavelet Transform (DWT). And we need to use the audio of a song as the example, test the performance of STFT and DWT on audio denoising. The experiment uses Matlab software as the tool, and several indices such as sound to noise ratio correlation coefficient are used to evaluate the performance. Several graphs are also drawn to get a clear view of the performance of denoise. The result shows that using STFT performs better than the DWT. The noise signal after STFT processing is very close to the original signal.

Authors

Institutions

Publication Details

Published
2024-11-28
DOI
https://doi.org/10.1109/ispcem64498.2024.00033
Citations
3
Primary Topic
Speech and Audio Processing
Type
article
Field-Weighted Citation Impact
1.05
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Performance Comparison of STFT and DWT in Audio Denoising

Yang Qizhen
3 citations
Speech and Audio Processing
1.05
article

Performance Comparison of STFT and DWT in Audio Denoising

Yang Qizhen
article en
3 citations

Abstract

This paper describes the basic idea about Short-Time Fourier Transform (STFT) as well as Discrete Wavelet Transform (DWT). And we need to use the audio of a song as the example, test the performance of STFT and DWT on audio denoising. The experiment uses Matlab software as the tool, and several indices such as sound to noise ratio correlation coefficient are used to evaluate the performance. Several graphs are also drawn to get a clear view of the performance of denoise. The result shows that using STFT performs better than the DWT. The noise signal after STFT processing is very close to the original signal.

Shanghai Jiao Tong University (CN)
Climate action
Openalex Percentile: Top 21%
Speech and Audio Processing
1.05
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Performance Comparison of STFT and DWT in Audio Denoising — Yang Qizhen · (2024) | TGRS Research Map | TGRS