Title :
An efficient approach to humming transcription for query-by-humming system
Author :
Li, Jin ; Han, Jiqing ; Shi, Ziqiang ; Li, Jing
Author_Institution :
Sch. of Comput. Sci. & Technol., Harbin Inst. of Technol., Harbin, China
Abstract :
Query by humming is a straight approach to content-based music retrieval. There are three main challenges: query processing, melody representation and matching algorithm. This paper focuses on the first two problems by proposing a two-layer index and multi-stage matching to accelerate searching and improve effectiveness. The two-layer index includes tune features and profile features, which provides criteria for the coarse matching in the first two stages of matching, while in the last stage, we performs a precise matching. Experimental results demonstrate the feasibility of the proposed method.
Keywords :
content-based retrieval; feature extraction; music; coarse matching; content based music retrieval; humming transcription; matching algorithm; melody representation; multistage matching; profile feature; query by humming system; query processing; tune features; two layer index matching; Artificial neural networks; Filtering; Harmonic analysis; Indexes; Query processing; Smoothing methods; melody contour; multi-stage matching; profile features; tune features; two-layer index;
Conference_Titel :
Image and Signal Processing (CISP), 2010 3rd International Congress on
Conference_Location :
Yantai
Print_ISBN :
978-1-4244-6513-2
DOI :
10.1109/CISP.2010.5646801