RPCA (16 papers)
P. Huang, S. Chen, P. Smaragdis, M. Hasegawa-Johnson, “Singing-voice separation from monaural using robust principal component analysis”, IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP, 2012, pages 57–60, 2012. [More information]
Y. Yang, "On sparse and low-rank matrix decomposition for singing voice separation", ACM international conference on Multimedia, pages 757-760, 2012.
I. Jeong, K. Lee, "Vocal separation using extended robust principal component analysis with Schatten-p/lp-norm and scale compression”, IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2014, pages 1-6, 2014.
I. Jeong, K. Lee, “Singing Voice Separation using RPCA with Weighted l1-norm”, International Conference on Latent Variable Analysis and Signal Separation", LVA/ICA 2017, pages 553-562, 2017. [More information]
S. Yang, “Statistical Approaches for Signal Processing with Application to Automatic Singer Identification”, PhD Thesis, Rochester Institute of Technology, 2016.
T. Watanabe, T. Fujisawa, M. Ikehara, "Vocal separation using improved robust principal component analysis and post-processing”, IEEE International Midwest Symposium on Circuits and Systems, MWSCAS 2016, pages 1-4, Abu Dhabi, 2016.
Y. Ikemiya, K. Itoyama, K. Yoshii, “Singing Voice Separation and Vocal F0 Estimation Based on Mutual Combination of Robust Principal Component Analysis and Subharmonic Summation”, IEEE/ACM Transactions on Audio, Speech, and Language Processing, Volume 24, No. 11, pages 2084-2095, 2016.
Y. Ikemiya, K. Yoshii, K. Itoyama, “Singing voice analysis and editing based on mutually dependent f0 estimation and source separation”, ICASSP 2015, 2015.
Y. Ikemiya, K. Yoshii, K. Itoyama, “MIREX2014: Singing voice separation”, MIREX 2014, 2014.
Z. Rafii, A. Liutkus, F. Stoter, S. Mimilakis, D. Fitzgerald, B. Pardo, "An Overview of Lead and Accompaniment Separation in Music", IEEE/ACM Transactions on Audio, Speech, and Language Processing, pages 1307-1335, 2018.
D. Fourer, G. Peeters, “Single-Channel Blind Source Separation for Singing Voice Detection: A Comparative Study”, Preprint, 2018.
B. Lehner, G. Widmer, “Monaural blind source separation in the context of vocal detection”, ISMIR 2015, 2015.
J. Pu,Y. Panagakis, S. Petridis, J. Shen, M. Pantic, “Blind Audio-Visual Localization and Separation via Low-Rank and Sparsity”, IEEE Transactions on Cybernetics, pages 2168-2267, 2018.
S. Dogan, O. Salor, "Music/Singing Voice Separation Based on Repeating Pattern Extraction Technique and Robust Principal Component Analysis", IEEE International Conference on Electrical and Electronics Engineering, pages 482-487, 2018.
D. Devalraju, P. Rajan, D. A.D, "Learning to Separate: Soundscape Classification using Foreground and Background", EUSIPCO 2020, 2020.
M. Swann, A. Nickels, M. Krane, J. Harris, "Aeroacoustic Source Separation of Non-Stationary Signals in Time Domain with RPCA", AIAA 2024, May 2024.
Modified RPCA (2 papers)
T. Chan, T. Yeh, Z. Fan, H. Chen, L. Su, Y. Yang, R. Jang, “Vocal activity informed singing voice separation with the iKala dataset”, IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2015, pages 718-722, South Brisbane, Australia, 2015. [More information]
T. Chan, Y. Yang,"Informed Group-Sparse Representation for Singing Voice Separation", Preprint, 2018.
Weighted RPCA (1 paper)
F. Li, M. Akagi, "Weighted robust principal component analysis with gammatone auditory filterbank for singing voice separation", International Conference on Neural Information Processing, ICONIP 2017, pages 849-858, 2017.
Rank-1 constraint RPCA (2 papers)
F. Li, M. Akagi, "Unsupervised singing voice separation based on robust principal component analysis exploiting rank-1 constraint", European Signal Processing Conference, EUSIPCO 2018, pages 1929-1933, 2018.
F. Li, M. Akagi, "Unsupervised Singing Voice Separation Using Gammatone Auditory Filterbank and Constraint Robust Principal Component Analysis", APSIPA Annual Summit and Conference, 2018.
Stable RPCA (1 paper)
S. Mikami, A. Kawamura, Y. Iiguni, "Residual Drum Sound Estimation for RPCA Singing Voice Extraction”, APSIPA 2017, 2017.
RNMF (1 paper)
P. Sprechmann, A. Bronstein, G. Sapiro, “Real-time online singing voice separation from monaural recordings using robust low-rank modeling”. International Society for Music Information Retrieval Conference, ISMIR 2012, pages 67–72, 2012.
LRR (1 paper)
Y. Yang, “Low-rank representation of both singing voice and music accompaniment via learned dictionaries”, ISMIR 2013, 2013.