• DocumentCode
    1618932
  • 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
  • fYear
    2011
  • Firstpage
    1
  • Lastpage
    5
  • 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;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information, Communications and Signal Processing (ICICS) 2011 8th International Conference on
  • Conference_Location
    Singapore
  • Print_ISBN
    978-1-4577-0029-3
  • Type

    conf

  • DOI
    10.1109/ICICS.2011.6174238
  • Filename
    6174238