DocumentCode
352292
Title
A robust predominant-F0 estimation method for real-time detection of melody and bass lines in CD recordings
Author
Goto, Masataka
Author_Institution
Electrotech. Lab., Ibaraki, Japan
Volume
2
fYear
2000
fDate
2000
Abstract
This paper describes a robust method for estimating the fundamental frequency (F0) of melody and bass lines in monaural real-world musical audio signals containing sounds of various instruments. Most previous F0-estimation methods had great difficulty dealing with such complex audio signals because they were designed to deal with mixtures of only a few sounds. To make it possible to estimate the F0 of the melody and bass lines, we propose a predominant-F0 estimation method called PreFEst that does not rely on the F0´s unreliable frequency component and obtains the most predominant F0 supported by harmonics within an intentionally limited frequency range. It evaluates the relative dominance of every possible F0 by using the expectation-maximization algorithm and considers the temporal continuity of F0s by using a multiple-agent architecture. Experimental results show that our real-time system can detect the melody and bass lines in audio signals sampled from commercially distributed compact discs
Keywords
audio discs; audio signal processing; iterative methods; music; CD recordings; PreFEst; bass lines; compact discs; complex audio signals; estimation method; expectation-maximization algorithm; fundamental frequency; harmonics; melody; mixtures; monaural real-world musical audio signals; multiple-agent architecture; real-time detection; real-time system; robust predominant-F0 estimation method; temporal continuity; Acoustic noise; Audio recording; CD recording; Computer architecture; Expectation-maximization algorithms; Frequency estimation; Instruments; Laboratories; Real time systems; Robustness;
fLanguage
English
Publisher
ieee
Conference_Titel
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location
Istanbul
ISSN
1520-6149
Print_ISBN
0-7803-6293-4
Type
conf
DOI
10.1109/ICASSP.2000.859070
Filename
859070
Link To Document