DocumentCode
3151172
Title
Note onset detection based on harmonic cepstrum regularity
Author
Hoon Heo ; Dooyong Sung ; Kyogu Lee
Author_Institution
Grad. Sch. of Convergence Sci. & Technol., Seoul Nat. Univ., Seoul, South Korea
fYear
2013
fDate
15-19 July 2013
Firstpage
1
Lastpage
6
Abstract
This paper presents a novel onset detection algorithm based on cepstral analysis. Instead of considering unnecessary mel-scale or any interests of non-harmonic components, we selectively focus on the changes in particular cepstral coefficients that represent the harmonic structure of an input signal. In comparison with a conventional time-frequency analysis, the advantage of using cepstral coefficients is that it shows the harmonic structure more clearly, and gives a robust detection function even when the envelope of waveform fluctuates or slowly increases. As a detection function, harmonic cepstrum regularity (HCR) is derived by the summation of several harmonic cepstral coefficients, but their frequency indices are defined from the previous frame so as to reflect the temporal changes in the harmonic structure. Experiments show that the proposed algorithm achieves significant improvement in performance over other algorithms, particularly for pitched instruments with soft onsets, such as violin and singing voice.
Keywords
cepstral analysis; harmonic analysis; information retrieval; music; signal detection; signal representation; time-frequency analysis; waveform analysis; HCR; cepstral analysis; harmonic cepstral coefficients; harmonic cepstrum regularity; mel scale; music information retrieval; nonharmonic component; note onset detection algorithm; signal harmonic structure representation; time-frequency analysis; waveform envelope fluctuation; Abstracts; Harmonic analysis; Instruments; Transient analysis; Onset detection; cepstral analysis; music information retrieval;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia and Expo (ICME), 2013 IEEE International Conference on
Conference_Location
San Jose, CA
ISSN
1945-7871
Type
conf
DOI
10.1109/ICME.2013.6607461
Filename
6607461
Link To Document