Title :
On the use of NMF for onset detection in poliphonic piano music
Author :
Costantini, Giovanni ; Todisco, Massimiliano ; Saggio, Giovanni ; Perfetti, Renzo
Author_Institution :
Dept. of Electron. Eng., Univ. of Rome "Tor Vergata", Rome, Italy
Abstract :
Recently the use of non-negative matrix factorization (NMF) for music onset detection has been proposed. In this paper we present the results of an experimental evaluation of NMF for onset detection of piano music. The test results, concerning a publicly available dataset of piano music, show a good performance of NMF, almost invariant from the factorization rank. However, better results have been obtained using simplified onset detection techniques, with lower computational complexity of implementation.
Keywords :
computational complexity; data analysis; matrix decomposition; music; computational complexity; dataset; factorization rank; nonnegative matrix factorization; poliphonic piano music; simplified onset detection techniques; Computational complexity; Detection algorithms; Discrete Fourier transforms; Educational institutions; Machine learning; Signal processing; Simulation; constant Q transform; non-negative matrix factorization; onset detection;
Conference_Titel :
Intelligent Signal Processing (WISP), 2011 IEEE 7th International Symposium on
Conference_Location :
Floriana
Print_ISBN :
978-1-4577-1403-0
DOI :
10.1109/WISP.2011.6051698