TY - JOUR
T1 - Speech enhancement on smartphone voice recording
AU - Atmaja, Bagus Tris
AU - Farid, Mifta Nur
AU - Arifianto, Dhany
N1 - Publisher Copyright:
© Published under licence by IOP Publishing Ltd.
PY - 2016/12/21
Y1 - 2016/12/21
N2 - Speech enhancement is challenging task in audio signal processing to enhance the quality of targeted speech signal while suppress other noises. In the beginning, the speech enhancement algorithm growth rapidly from spectral subtraction, Wiener filtering, spectral amplitude MMSE estimator to Non-negative Matrix Factorization (NMF). Smartphone as revolutionary device now is being used in all aspect of life including journalism; personally and professionally. Although many smartphones have two microphones (main and rear) the only main microphone is widely used for voice recording. This is why the NMF algorithm widely used for this purpose of speech enhancement. This paper evaluate speech enhancement on smartphone voice recording by using some algorithms mentioned previously. We also extend the NMF algorithm to Kulback-Leibler NMF with supervised separation. The last algorithm shows improved result compared to others by spectrogram and PESQ score evaluation.
AB - Speech enhancement is challenging task in audio signal processing to enhance the quality of targeted speech signal while suppress other noises. In the beginning, the speech enhancement algorithm growth rapidly from spectral subtraction, Wiener filtering, spectral amplitude MMSE estimator to Non-negative Matrix Factorization (NMF). Smartphone as revolutionary device now is being used in all aspect of life including journalism; personally and professionally. Although many smartphones have two microphones (main and rear) the only main microphone is widely used for voice recording. This is why the NMF algorithm widely used for this purpose of speech enhancement. This paper evaluate speech enhancement on smartphone voice recording by using some algorithms mentioned previously. We also extend the NMF algorithm to Kulback-Leibler NMF with supervised separation. The last algorithm shows improved result compared to others by spectrogram and PESQ score evaluation.
UR - http://www.scopus.com/inward/record.url?scp=85013016944&partnerID=8YFLogxK
U2 - 10.1088/1742-6596/776/1/012072
DO - 10.1088/1742-6596/776/1/012072
M3 - Conference article
AN - SCOPUS:85013016944
SN - 1742-6588
VL - 776
JO - Journal of Physics: Conference Series
JF - Journal of Physics: Conference Series
IS - 1
M1 - 012072
T2 - 8th International Conference on Physics and its Applications, ICOPIA 2016
Y2 - 23 August 2016 through 24 August 2016
ER -