Title :
Fast music information retrieval using PAT tree based dynamic time warping
Author :
Cheng, ZongChao ; Lin, ChingShun ; Chen, YiHen
Author_Institution :
Dept. of Electron. Eng., Nat. Taiwan Univ. of Sci. & Technol., Taipei, Taiwan
Abstract :
Recently, music retrieval is getting more and more attentions, especially for the query by humming (QBH), which is straightforward and convenient for usage. However, the difference between humming phrase matching and the precision of singer humming increase the difficulty of retrieval. Apart from retrieval precision, retrieval time is another issue should be taken into consideration. In this paper, we use two-stage searching approach for music retrieval. Since PAT tree (variant of Patricia tree, practical algorithm to retrieve information coded in alphanumeric) shows an excellent performance in matching partial sequence, in the first stage, the simply reduced note interval is adopted as a key phrase of PAT tree for fast indexing the candidate regions from the feature sequences in the database. In addition, the searching of partial sequences suffering from the insertion, deletion and transposition errors works well in the indexing of reduced note interval. The resulting diversity of candidates may be further reduced via a more complicated dynamic time warping (DTW) comparison in the second step. Our approach not only avoids the exhausted computation in the simple DTW approach, but preservers the fault-tolerance capability in the matching process.
Keywords :
information retrieval; music; tree searching; PAT tree based dynamic time warping; Patricia tree; fault-tolerance capability; humming phrase matching; music information retrieval; music retrieval; partial sequence; query by humming; retrieval precision; retrieval time; singer humming; transposition errors; Complexity theory; Feature extraction; Indexing; Music; Music information retrieval; Noise; Dynamic time warping; PAT tree; Patricia tree; Query by humming;
Conference_Titel :
Information, Communications and Signal Processing (ICICS) 2011 8th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4577-0029-3
DOI :
10.1109/ICICS.2011.6174238