TY - JOUR
T1 - Spectro-temporal modulation based singing detection combined with pitchbased grouping for singing voice separation
AU - Lin, Tse En
AU - Hsu, Chung Chien
AU - Chen, Yi Cheng
AU - Chen, Jian Hueng
AU - Chi, Tai-Shih
PY - 2013/8/25
Y1 - 2013/8/25
N2 - A spectro-temporal modulation based singing voice detection cascaded with a Viterbi based pitch tracking algorithm is proposed in this paper for singing-voice separation from monaural recordings. To detect the singing voice, the spectrotemporal modulation energy related to voice harmonics is extracted using a spectro-temporal modulation analysis framework developed for the Fourier spectrogram. Separation of singing-voice from background music is conducted using a binary mask to group estimated harmonics of singing voice. The proposed system is evaluated using MIR-1K dataset and is shown outperforming three other binary-mask based systems in the vocal/music separation task.
AB - A spectro-temporal modulation based singing voice detection cascaded with a Viterbi based pitch tracking algorithm is proposed in this paper for singing-voice separation from monaural recordings. To detect the singing voice, the spectrotemporal modulation energy related to voice harmonics is extracted using a spectro-temporal modulation analysis framework developed for the Fourier spectrogram. Separation of singing-voice from background music is conducted using a binary mask to group estimated harmonics of singing voice. The proposed system is evaluated using MIR-1K dataset and is shown outperforming three other binary-mask based systems in the vocal/music separation task.
KW - Pitch tracking
KW - Singing voice detection
KW - Singing voice separation
KW - Spectro-temporal modulation
UR - http://www.scopus.com/inward/record.url?scp=84906256533&partnerID=8YFLogxK
U2 - 10.21437/interspeech.2013-652
DO - 10.21437/interspeech.2013-652
M3 - Conference article
AN - SCOPUS:84906256533
SN - 2308-457X
SP - 2920
EP - 2923
JO - Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
JF - Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH
T2 - 14th Annual Conference of the International Speech Communication Association, INTERSPEECH 2013
Y2 - 25 August 2013 through 29 August 2013
ER -