Automatic template matching for classification of dolphin vocalizations

被引:0
作者
Rui, Gao [1 ]
Chitre, Mandar [2 ]
Ong, S. H. [1 ]
Taylor, Elizabeth [3 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, E4-05-48,4 Engn Dr 3, Singapore 117576, Singapore
[2] Natl Univ Singapore, Trop Marine Sci Inst, Acoust Res Lab, Singapore 117548, Singapore
[3] Natl Univ Singapore, Trop Marine Sci Inst, Marine Mammal Res Lab, Singapore 117548, Singapore
来源
OCEANS 2008 - MTS/IEEE KOBE TECHNO-OCEAN, VOLS 1-3 | 2008年
关键词
dynamic time warping; pattern matching;
D O I
暂无
中图分类号
U6 [水路运输]; P75 [海洋工程];
学科分类号
0814 ; 081505 ; 0824 ; 082401 ;
摘要
Whistle classification is a key step in many studies of dolphin vocalizations. Automatic whistles tracing algorithms have been developed but tracing errors such as breaks and outliers are usually unavoidable. Local variations of whistle contours occur even in whistles of the same type. In this paper, we describe a modified dynamic time warping (DTW) algorithm for dynamic non-linear matching. It exhibits a good performance in watching against a template whistle. The modifications to the basic DTW algorithm provide improved tolerance to noise and breaks in tracing. Together with automatic de-noising, this template matching is used to classify vocalizations of Indo-Pacific dolphins (Sousa chinensis). We believe this method can be applied for large scale analysis of whistles for species recognition, dolphin training and other dolphin studies.
引用
收藏
页码:493 / +
页数:2
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