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1.
S. Gannot, D. Burshtein
and E. Weinstein, "Iterative and Sequential Kalman
Filter-Based Speech Enhancement Algorithms,"
IEEE Trans. on Speech and Audio Proc.,
vol. 6, no. 4, pp. 373-385, Jul. 1998. [KEM]
2.
D. Burshtein
and
IEEE Trans. on Signal Processing, Vol. 49, No. 8, pp. 1614-1626, Aug. 2001. [MixMaX]
3.
Y. Ephraim, D. Malah
and B. H. Juang, "On the Application of Hidden
Markov Models for Enhancing Noisy Speech,"
IEEE Trans. Acoust., Speech and Sig. Proc.,
vol. 37, pp. 1846-1856, 1989. [HMM]
4.
Y. Ephraim, "A Bayesian Estimation
Approach for Speech Enhancement Using Hidden Markov Models,"
IEEE Trans. on Sig. Proc., vol. 40, pp. 725-735, 1992. [HMM]
Remark:
The implementation of the HMM algorithm was made for comparison
by the authors of the KEM and MixMax algorithms
and on their own responsibility.
SOURCE |
CLEAN |
NOISY |
HMM |
KEM |
MIXMAX |
ENGLISH |
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CAR noise, Female, 6dB |
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CAR noise, Male, -3dB |
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ROOM noise, Female, 9dB |
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Speech noise, Male, 3dB |
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Speech noise, Female, 3dB |
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White noise, Male, 9dB |
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Factory noise, Female, 6dB |
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Factory noise, Male, 6dB |
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DUTCH |
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Factory noise, Male, 6dB |
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Factory noise, Female, 6dB |
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Car noise, Female, 0dB |
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CAR noise, Male, -6dB |
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Speech noise, Male, 3dB |
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Speech noise, Female, 3dB |
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ENGLISH, No Post Processing |
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CAR noise, Female, -9dB |
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Speech noise, Female, 0dB |
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White noise, Female, 6dB |
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CAR noise, Male, -6dB |
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Single
Microphone |
1.
S. Gannot, D. Burshtein
and E. Weinstein, "Signal Enhancement Using Beamforming
and Non-Stationarity with application to
Speech,"
IEEE Trans. on Sig. Proc., vol. 49, no. 8, pp. 1614-1626, Aug. 2001. [TF-GSC]
2. L. J. Griffiths and C. W.
Jim, "An
Alternative Approach to Linearly Constrained Adaptive Beamforming,"
IEEE Trans. on Antennas and Propagation, vol. 30, no. 1, pp. 27-35,
Jan. 1982. [D-GSC]
Microphone Array with Postfiltering
SOURCE |
CLEAN |
NOISY |
TF-GSC |
+MIXMAX |
+OMLSA |
+MULTI |
Car,-6dB |
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Car,3dB |
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Room,Direct.,-6dB |
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Room,Direct.,3dB |
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Room,Diffused,3dB |
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Room,Diff., NonSt.,3dB |
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Microphone Array and Postfiltering |
SOURCE |
Noisy |
TF-GSC |
DTF-GSC |
Directional
noise |
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Diffused
noise |
|
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Directional
noise |
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Dual Source |
SOURCE |
Noisy |
Proposed |
2 desired sources 2 non-stationary interference signals (SIR=6dB) 1 stationary noise (SIR=13dB) T60=300ms, 11 microphones |
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Multiple Sources |
SOURCE |
Noisy |
TF-GSC |
CTF-GSC |
Known RTF |
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Estimated RTF |
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CTF-GSC |
Transient Noise Reduction Using Nonlocal
Diffusion Filters (Submitted to
IEEE TSAL)
Ronen
hit counter |