Similarity searching techniques in content-based audio retrieval via hashing

被引:0
|
作者
Yu, Yi [1 ]
Takata, Masami [1 ]
Joe, Kazuki [1 ]
机构
[1] Nara Womens Univ, Grad Sch Human & Sci, Nara 6308506, Japan
来源
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With this work we study suitable indexing techniques to support efficient, content-based music retrieval in large acoustic databases. To obtain the index-based retrieval mechanism applicable to audio content, we pay the most attention to the design of Locality Sensitive Hashing (LSH) and the partial sequence comparison, and propose a fast and efficient audio retrieval framework of query-by-content. On the basis of this indexable framework, four different retrieval schemes, LSH-Dynamic Programming (DP), LSH-Sparse DP (SDP), Exact Euclidian LSH ((ELSH)-L-2)-DP, (ELSH)-L-2-SDP, are presented and estimated in order to achieve an extensive understanding of retrieval algorithms performance. The experiment results indicate that compared to other three schemes, (ELSH)-L-2-SDP exhibits best tradeoff in terms of the response time, retrieval ratio, and computation cost.
引用
收藏
页码:397 / 407
页数:11
相关论文
共 50 条
  • [1] Time-Frequency Ratio Hashing for Content-Based Audio Retrieval
    Panyapanuwat, Petcharat
    Kamonsantiroj, Suwatchai
    Pipanmaekaporn, Luepol
    2017 9TH INTERNATIONAL CONFERENCE ON KNOWLEDGE AND SMART TECHNOLOGY (KST), 2017, : 205 - 210
  • [2] Performance Comparison of Unsupervised Deep Hashing with Data-independent Hashing for Content-Based Audio Retrieval
    Panyapanuwat, Petcharat
    Kamonsantiroj, Suwatchai
    ICECC 2019: PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND CONTROL ENGINEERING, 2019, : 16 - 20
  • [3] Content-based classification and retrieval of audio
    Zhang, T
    Kuo, CCJ
    ADVANCED SIGNAL PROCESSING ALGORITHMS, ARCHITECTURES, AND IMPLEMENTATIONS VIII, 1998, 3461 : 432 - 443
  • [4] Content-based retrieval of music and audio
    Foote, JT
    MULTIMEDIA STORAGE AND ARCHIVING SYSTEMS II, 1997, 3229 : 138 - 147
  • [5] Features for Content-Based Audio Retrieval
    Mitrovic, Dalibor
    Zeppelzauer, Matthias
    Breiteneder, Christian
    ADVANCES IN COMPUTERS, VOL 78: IMPROVING THE WEB, 2010, 78 : 71 - 150
  • [6] Content-Based Image Retrieval via Combination of Similarity Measures
    Okamoto, Kazushi
    Dong, Fangyan
    Yoshida, Shinichi
    Hirota, Kaoru
    JOURNAL OF ADVANCED COMPUTATIONAL INTELLIGENCE AND INTELLIGENT INFORMATICS, 2011, 15 (06) : 687 - 697
  • [7] Content-based audio retrieval with relevance feedback
    Wan, CR
    Liu, MC
    PATTERN RECOGNITION LETTERS, 2006, 27 (02) : 85 - 92
  • [8] Content-based classification, search, and retrieval of audio
    Wold, E
    Blum, T
    Keislar, D
    Wheaton, J
    IEEE MULTIMEDIA, 1996, 3 (03) : 27 - 36
  • [9] Content-Based Retrieval of Audio in News Broadcasts
    Dogan, Ebru
    Sert, Mustafa
    Yazici, Adnan
    FLEXIBLE QUERY ANSWERING SYSTEMS: 8TH INTERNATIONAL CONFERENCE, FQAS 2009, 2009, 5822 : 548 - 559
  • [10] Content-Based retrieval supporting similarity query
    Yoon, MH
    Kim, KC
    Yoon, YI
    INTERNATIONAL CONFERENCE ON PARALLEL AND DISTRIBUTED PROCESSING TECHNIQUES AND APPLICATIONS, VOLS I-V, PROCEEDINGS, 1999, : 218 - 224