Title :
Implementation of a practical query-by-singing/humming (QbSH) system and its commercial applications
Author :
Chai-Jong Song ; Hochong Park ; Chang-Mo Yang ; Sei-Jin Jang ; Seok-Pil Lee
Author_Institution :
Dept. of Electron. Eng., Kwangwoon Univ., Seoul, South Korea
Abstract :
In this paper, a practical query-bysinging/humming (QbSH) system is proposed that uses polyphonic music tracks such as MP3 and AAC files to create the reference database (DB) unlike conventional QbSH systems. To create the reference DB, we propose a method for melody extraction from polyphonic music signals based on harmonic structure. In addition, we propose a matching engine using modified dynamic time warping (DTW) that uses chroma-scale representation and asymmetric path of DTW to reduce the influence of melody extraction error. We implemented three different prototypes for its commercial applications like smart phone, laptop and karaoke. We evaluated the performance of the proposed practical QbSH system with monophonic and polyphonic music datasets, and confirmed that it has an acceptable performance for commercial applications.
Keywords :
acoustic signal processing; feature extraction; music; query processing; signal representation; AAC files; DTW asymmetric path; MP3 files; QbSH system; chroma-scale representation; harmonic structure; karaoke; laptop; matching engine; melody extraction error method; modified dynamic time warping; monophonic music datasets; polyphonic music datasets; polyphonic music signals; polyphonic music tracks; query-by-singing-humming system; reference DB; reference database; smart phone; Accuracy; Electronic mail; Engines; Feature extraction; Harmonic analysis; Multiple signal classification; DTW; Harmonic Structure; Matching Engine; Polyphonic Music; PredominantMelody Extraction; QbSH;
Journal_Title :
Consumer Electronics, IEEE Transactions on
DOI :
10.1109/TCE.2013.6531124