Real-Time Transcription and Separation of Drum Recordings Based on NMF Decomposition

@inproceedings{Dittmar2014RealTimeTA,
  title={Real-Time Transcription and Separation of Drum Recordings Based on NMF Decomposition},
  author={Christian Dittmar and Daniel G{\"a}rtner},
  booktitle={DAFx},
  year={2014}
}
This paper proposes a real-time capable method for transcribing and separating occurrences of single drum instruments in polyphonic drum recordings. Both the detection and the decomposition are based on Non-Negative Matrix Factorization and can be implemented with very small systemic delay. We propose a simple modification to the update rules that allows to capture timedynamic spectral characteristics of the involved drum sounds. The method can be applied in music production and music education… CONTINUE READING
Highly Cited
This paper has 20 citations. REVIEW CITATIONS

Citations

Publications citing this paper.
Showing 1-10 of 16 extracted citations

A Review of Automatic Drum Transcription

IEEE/ACM Transactions on Audio, Speech, and Language Processing • 2018
View 10 Excerpts

Drum transcription from polyphonic music with recurrent neural networks

2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) • 2017

References

Publications referenced by this paper.
Showing 1-10 of 33 references

Development of a real-time algorithm for drum- DAFX-7 Proc. of the 17 Int. Conference on Digital Audio Effects (DAFx-14), Erlangen, Germany, September 1-5, 2014 sound detection

F. Weber
Diploma thesis, Ilmenau University of Technology, 2013. • 2013
View 3 Excerpts
Highly Influenced

Development of a real - time algorithm for drum - DAFX - 7

C. Dittmar, E. Cano, +3 authors C. Kehling
2014

Single channel source separation using smooth Nonnegative Matrix Factorization with Markov Random Fields

2013 IEEE International Workshop on Machine Learning for Signal Processing (MLSP) • 2013
View 1 Excerpt

Extracting Predominant Local Pulse Information From Music Recordings

IEEE Transactions on Audio, Speech, and Language Processing • 2011
View 1 Excerpt

Drumloop separation using adaptive spectrogram templates

C. Dittmar, D. Wagner, D. Gärtner
Proceedings of the 36th Jahrestagung fuer Akustik (DAGA), 2010. • 2010
View 1 Excerpt

Similar Papers

Loading similar papers…