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In this paper a two-stage impulsive noise detection method is proposed to improve the quality of audio signals distorted by impulsive noise. In order to reduce false alarms and missing detection errors, the proposed method first tries to detect whether a frame includes onsets on the basis of inter-frame correlation. Next, hidden Markov model-based maximum likelihood classification is carried out to decide if the onset has occurred from impulsive noise or not. It is shown from performance evaluation that the proposed method achieves higher detection accuracy than with conventional residual domain-based methods under various impulsive noise distributions.
Author (s): Jeon, Kwang Myung;
Lee, Dong Yun;
Park, Nam In;
Choi, Myung Kyu;
Kim, Hong Kook;
Affiliation:
Gwangju Institute of Science and Technology (GIST), Gwangju, Korea; Samsung Electronics, Gyeonggi-do, Korea
(See document for exact affiliation information.)
AES Convention: 136
Paper Number:9036
Publication Date:
2014-04-06
Session subject:
Signal Processing
DOI:
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Jeon, Kwang Myung; Lee, Dong Yun; Park, Nam In; Choi, Myung Kyu; Kim, Hong Kook; 2014; Two-Stage Impulsive Noise Detection Using Inter-frame Correlation and Hidden Markov Model for Audio Restoration [PDF]; Gwangju Institute of Science and Technology (GIST), Gwangju, Korea; Samsung Electronics, Gyeonggi-do, Korea; Paper 9036; Available from: https://aes.org/publications/elibrary-page/?id=17183
Jeon, Kwang Myung; Lee, Dong Yun; Park, Nam In; Choi, Myung Kyu; Kim, Hong Kook; Two-Stage Impulsive Noise Detection Using Inter-frame Correlation and Hidden Markov Model for Audio Restoration [PDF]; Gwangju Institute of Science and Technology (GIST), Gwangju, Korea; Samsung Electronics, Gyeonggi-do, Korea; Paper 9036; 2014 Available: https://aes.org/publications/elibrary-page/?id=17183
@inproceedings{Jeon2014two-stage,
title={{Two-Stage Impulsive Noise Detection Using Inter-frame Correlation and Hidden Markov Model for Audio Restoration}},
author={Jeon, Kwang Myung and Lee, Dong Yun and Park, Nam In and Choi, Myung Kyu and Kim, Hong Kook},
year={2014},
month={apr},
booktitle={Journal of the Audio Engineering Society},
publisher={Paper 9036; AES Convention 136; April 2014},
number={9036},
organization={AES},
}
TY – paper
TI – Two-Stage Impulsive Noise Detection Using Inter-frame Correlation and Hidden Markov Model for Audio Restoration
AU – Jeon, Kwang Myung
AU – Lee, Dong Yun
AU – Park, Nam In
AU – Choi, Myung Kyu
AU – Kim, Hong Kook
PY – 2014
JO – Journal of the Audio Engineering Society
VL – 9036
Y1 – April 2014
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