DocumentCode :
2063601
Title :
A Query by Humming System for Music Information Retrieval
Author :
Antonelli, Mario ; Rizzi, Antonello ; Vescovo, Guido Del
Author_Institution :
INFOCOM Dept., Univ. of Rome, Rome, Italy
fYear :
2010
fDate :
Nov. 29 2010-Dec. 1 2010
Firstpage :
586
Lastpage :
591
Abstract :
In this paper we propose a music Query by Humming System made of two main functional blocks; the first implements a voice-to-midi transcription algorithm to process the query, the second implements a search engine based on a novel template matching technique for Dynamic Time Warping. The voice-to-midi algorithm transforms the sung or hummed query in a MIDI file by segmenting and identifying the notes´ sequence. The search engine uses a Template Matching technique to produce a list of possible melodies that best match the searched one. In the test phase, first, we investigated performance of the search engine in retrieval using a synthetic test bench; a set of artificial queries is build placing and adjusting, in the queries, patterns of typical disturbance. Second, we use a genetic algorithm to automatically optimize the performance of the overall system using a real-life test bench. Results highlight that the proposed MIR system has good performances and is robust enough to be employed in real life applications.
Keywords :
genetic algorithms; music; query processing; search engines; MIDI file; MIR system; artificial queries; dynamic time warping; genetic algorithm; humming system; music information retrieval; music query; notes sequence; search engine; synthetic test bench; template matching technique; voice-to-midi transcription algorithm;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Systems Design and Applications (ISDA), 2010 10th International Conference on
Conference_Location :
Cairo
Print_ISBN :
978-1-4244-8134-7
Type :
conf
DOI :
10.1109/ISDA.2010.5687200
Filename :
5687200
Link To Document :
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