首页> 外文会议>European signal processing conference;EUSIPCO 2009 >DRUM TRANSCRIPTION FROM MULTICHANNEL RECORDINGS WITH NON-NEGATIVE MATRIX FACTORIZATION
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DRUM TRANSCRIPTION FROM MULTICHANNEL RECORDINGS WITH NON-NEGATIVE MATRIX FACTORIZATION

机译:具有非负矩阵分解的多通道记录转鼓

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Automatic drum transcription enables handling symbolic data instead of plain acoustic information in music information retrieval applications. Usually the input to the transcription system is single-channel audio, and as a result the proposed solutions are designed for this kind of input. However, in studio environment the multichannel recording of the drums is often available. This paper proposes an extension to a non-negative matrix factorization drum transcription method to handle multichannel data. The method creates spectral templates for all target drums from all available channels, and in transcription estimates time-varying gains for each of them so that the sum approximates the recorded signal. Sound event onsets are detected from the estimated gains. The system is evaluated with multichannel data from a publicly available data set, and compared with other methods. The results suggest that the use of multiple channels instead of a single-channel mix improves the transcription result.
机译:自动鼓转录可以在音乐信息检索应用程序中处理符号数据,而不是普通的声学信息。通常,转录系统的输入是单通道音频,因此,针对此类输入设计了建议的解决方案。但是,在录音室环境中,通常可以使用鼓的多通道录音。本文提出了对非负矩阵分解鼓转录方法的扩展,以处理多通道数据。该方法从所有可用通道为所有目标鼓创建频谱模板,并在转录中估计每个目标鼓的时变增益,以使总和近似于记录的信号。从估计的增益中检测声音事件的发作。系统使用来自公共可用数据集的多通道数据进行评估,并与其他方法进行比较。结果表明,使用多通道而不是单通道混合可以改善转录结果。

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