基于音频分析的乒乓球比赛击球检测

Bin Zhang, W. Dou, Liming Chen
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引用次数: 16

摘要

音频信号作为高级语义的载体,在基于内容的多媒体检索中得到越来越多的应用。本文研究了体育比赛中的击球检测问题,提出了一种检测击球的新方法。采用能量峰值检测(EPD)和基于Mel频率背谱系数(mfc -based)的改进(MBR),以较低的计算复杂度和简单的训练过程实现了球命中检测的高精度(91%)和足够的召回率(73%)。该算法可应用于基于音频内容的高光检测系统,为体育比赛的语义理解提供有价值的信息
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ball Hit Detection in Table Tennis Games Based on Audio Analysis
As bearer of high level semantics, audio signal is being more and more used in content-based multimedia retrieval. In this paper, we investigate the ball hit detection for sports games and propose a novel approach to detect ball hits. By employing energy peak detection (EPD) and Mel frequency cepstral coefficient-based (MFCC-based) refinement (MBR), high precision (91%) and adequate recall (73%) of ball hit detection are achieved with a low computational complexity and an easy training process. The proposed algorithm can be applied in audio content-based highlight detection systems and provide valuable information for semantical understanding of sports games
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