Spectral Subtraction using Modified Cascaded Median based Noise Estimation for Speech Enhancement

被引:5
|
作者
Kumar, Bittu [1 ]
机构
[1] Indian Sch Mines, Dept Elect Engn, Dhanbad, Bihar, India
关键词
Spectral Subtraction; Speech Enhancement; Noise Estimation; Modified Cascaded Median; Perceptual Evaluation of Speech Quality (PESQ); SUPPRESSION;
D O I
10.1145/2818567.2818608
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A modified version of the cascaded median based noise estimation for speech enhancement using spectral subtraction has been proposed. The proposed method involves less storage as compared to the original cascaded median based method reported earlier. In this method, the connection of median block is in cascaded but operation of that blocks are different from original cascaded median based method. Here, single median is calculated for each frame from samples of noisy spectra. It is simulated on MATLAB with 16 kHz sampling frequency, half-overlapped hamming window and tested through Perceptual Evaluation of Speech Quality (PESQ) measure. The perceptual speech quality gets improved with the proposed method and at the same time, simulation time is marginally less than the cascaded median based method.
引用
收藏
页码:214 / 218
页数:5
相关论文
共 50 条
  • [1] Speech Enhancement Using Spectral Subtraction and Cascaded-Median Based Noise Estimation for Hearing Impaired Listeners
    Waddi, Santosh K.
    Pandey, Prem C.
    Tiwari, Nitya
    2013 NATIONAL CONFERENCE ON COMMUNICATIONS (NCC), 2013,
  • [2] Adaptive noise spectral estimation for spectral subtraction speech enhancement
    Hu, H. T.
    Yu, C.
    IET SIGNAL PROCESSING, 2007, 1 (03) : 156 - 163
  • [3] Speech enhancement based on a combined spectral subtraction with spectral estimation in various noise environment
    Wang, Guangyan
    Wang, Xia
    Zha, Xiaoqun
    2008 INTERNATIONAL CONFERENCE ON AUDIO, LANGUAGE AND IMAGE PROCESSING, VOLS 1 AND 2, PROCEEDINGS, 2008, : 1424 - 1429
  • [4] A New Spectral Subtraction Method for Speech Enhancement using Adaptive Noise Estimation
    Bharti, Shambhu Shankar
    Gupta, Manish
    Agarwal, Suneeta
    2016 3RD INTERNATIONAL CONFERENCE ON RECENT ADVANCES IN INFORMATION TECHNOLOGY (RAIT), 2016, : 128 - 132
  • [5] Speech Enhancement Using Modified Modulation Magnitude Estimation-Based Spectral Subtraction Algorithm
    M. Kalamani
    S. Valarmathy
    M. Krishnamoorthi
    Arabian Journal for Science and Engineering, 2014, 39 : 8965 - 8978
  • [6] Speech Enhancement Using Modified Modulation Magnitude Estimation-Based Spectral Subtraction Algorithm
    Kalamani, M.
    Valarmathy, S.
    Krishnamoorthi, M.
    ARABIAN JOURNAL FOR SCIENCE AND ENGINEERING, 2014, 39 (12) : 8965 - 8978
  • [7] Real-time Performance Evaluation of Modified Cascaded Median-based Noise Estimation for Speech Enhancement System
    Kumar, Bittu
    FLUCTUATION AND NOISE LETTERS, 2019, 18 (04):
  • [8] Speech Enhancement Based on a Modified Spectral Subtraction Method
    Islam, Md. T.
    Shahnaz, C.
    Fattah, S. A.
    2014 IEEE 57TH INTERNATIONAL MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS (MWSCAS), 2014, : 1085 - 1088
  • [9] Reduction of background noise in alaryngeal speech using spectral subtraction with quantile based noise estimation
    Pratapwar, SS
    Pandey, PC
    Lehana, PK
    7TH WORLD MULTICONFERENCE ON SYSTEMICS, CYBERNETICS AND INFORMATICS, VOL IV, PROCEEDINGS: IMAGE, ACOUSTIC, SPEECH AND SIGNAL PROCESSING, 2003, : 408 - 413
  • [10] Reduction of Noise for Speech Signal Enhancement Using Spectral Subtraction Method
    Saldanha, Jennifer C.
    Shruthi, O. R.
    PROCEEDINGS OF 2016 INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE (ICIS), 2016, : 44 - 47