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DNN-Based Speech Enhancement Using Soft Audible Noise Masking for Wind Noise Reduction
Bai, HC (Bai, Haichuan)[ 1,2 ]; Ge, FP (Ge, Fengpei)[ 1,2 ]; Yan, YH (Yan, Yonghong)[ 1,2,3 ]
2018
Source PublicationCHINA COMMUNICATIONS
ISSN1673-5447
Volume15Issue:9Pages:235-243
Abstract

This paper presents a deep neural network (DNN)-based speech enhancement algorithm based on the soft audible noise masking for the single-channel wind noise reduction. To reduce the low-frequency residual noise, the psychoacoustic model is adopted to calculate the masking threshold from the estimated clean speech spectrum. The gain for noise suppression is obtained based on soft audible noise masking by comparing the estimated wind noise spectrum with the masking threshold. To deal with the abruptly time-varying noisy signals, two separate DNN models are utilized to estimate the spectra of clean speech and wind noise components. Experimental results on the subjective and objective quality tests show that the proposed algorithm achieves the better performance compared with the conventional DNN-based wind noise reduction method.

KeywordWind Noise Reduction Speech Enhancement Soft Audible Noise Masking Psychoacoustic Model Deep Neural Network
DOI10.1109/CC.2018.8456465
Indexed BySCI
WOS IDWOS:000443309800019
Citation statistics
Document Type期刊论文
Identifierhttp://ir.xjipc.cas.cn/handle/365002/5555
Collection多语种信息技术研究室
Affiliation1.Chinese Acad Sci, Inst Acoust, Key Lab Speech Acoust & Content Understanding, Beijing 100190, Peoples R China
2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
3.Chinese Acad Sci, Xinjiang Tech Inst Phys & Chem, Xinjiang Lab Minor Speech & Language Informat Pro, Urumqi 830011, Peoples R China
Recommended Citation
GB/T 7714
Bai, HC ,Ge, FP ,Yan, YH . DNN-Based Speech Enhancement Using Soft Audible Noise Masking for Wind Noise Reduction[J]. CHINA COMMUNICATIONS,2018,15(9):235-243.
APA Bai, HC ,Ge, FP ,&Yan, YH .(2018).DNN-Based Speech Enhancement Using Soft Audible Noise Masking for Wind Noise Reduction.CHINA COMMUNICATIONS,15(9),235-243.
MLA Bai, HC ,et al."DNN-Based Speech Enhancement Using Soft Audible Noise Masking for Wind Noise Reduction".CHINA COMMUNICATIONS 15.9(2018):235-243.
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