Title :
Automatic main melody extraction from midi files with a modified Lempel-Ziv algorithm
Author :
Shih, Hsuan-Huei ; Narayanan, Shrikanth S. ; Kuo, C-C Jay
Author_Institution :
Dept. of Electr. Eng. Syst., Univ. of Southern California, Los Angeles, CA, USA
Abstract :
A dictionary based approach for extracting repetitive patterns in music aimed at music feature extraction and indexing for audio database management is proposed. Segmentation is achieved based on the tempo information and a music score is decomposed into bars. Each bar is indexed and a bar index table is built. Then, an adaptive dictionary based compression algorithm known as Lempel Ziv 78 (LZ-78) is applied to the bar-represented music scores to extract repetitive patterns (J. Ziv and A. Lempel, 1978). Finally, pruning is performed to this dictionary to remove non-repeating patterns and combine shorter repeating patterns into a longer repeating pattern. The LZ78 algorithm is slightly modified to achieve better results in the current context. Experiments are performed to MIDI files, and the proposed algorithm has demonstrated an excellent performance
Keywords :
audio signal processing; data compression; multimedia databases; music; pattern classification; LZ-78; Lempel Ziv 78; adaptive dictionary based compression algorithm; audio database management; automatic main melody extraction; bar index table; bar-represented music scores; dictionary based approach; midi files; modified Lempel-Ziv algorithm; music feature extraction; music score; non-repeating patterns; pruning; repetitive pattern extraction; repetitive patterns; segmentation; shorter repeating patterns; tempo information; Audio databases; Data engineering; Data mining; Dictionaries; Feature extraction; Hidden Markov models; Indexing; Multimedia databases; Music information retrieval; Spatial databases;
Conference_Titel :
Intelligent Multimedia, Video and Speech Processing, 2001. Proceedings of 2001 International Symposium on
Conference_Location :
Hong Kong
Print_ISBN :
962-85766-2-3
DOI :
10.1109/ISIMP.2001.925317