Fast Audio Fingerprint Search Strategy for Song Identification

被引:0
|
作者
Shen, Ling [1 ]
Guan, Yaohua [1 ]
Wu, Yun [1 ]
Zhao, Yong [1 ]
机构
[1] Peking Univ, Shenzhen Grad Sch, Key Lab Integrated Microsyst, Shenzhen 518055, Peoples R China
关键词
audio fingerprinting; PCA algorithm; suns algorithm; approximate nearest neighbor searching;
D O I
10.1109/ICNDS.2009.144
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper we present an audio fingerprinting (AF) system for song identification. For the high dimensional audio fingerprint data, two AF searching algorithms were proposed and implemented: Principle Component Analysis (PCA) and the summation of the corresponding data between different frames. The experimental results show that applying PCA algorithm, the accuracy is 94.98% while the search time is as low as 8.42%; applying Sum algorithm, the accuracy is 95.92% while the search time is as low as 3.72%. A top-N Approximate Nearest Neighbor (ANN) searching is applied to the dimension-reduced data before the exact search of N full dimension data. The final realization shows an accuracy rate of 96.11% with 8.85% of search time compared with the full search method.
引用
收藏
页码:259 / 262
页数:4
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