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SIMULTANEOUS ESTIMATION METHOD OF MUSICAL INSTRUMENTS AND TONE BY USING MFCC

机译:使用MFCC同时估计乐器和音调的估计方法

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In this paper, a new simultaneous musical instrument and tone estimation method using MFCC (Mel-Frequency Cepstrum Coefficients) for automatic transcription system is proposed. This method consists of two steps. The first step is a musical instrument estimation part with Mahalanobis measure using the extracted a family of features of input music signals. The features of MFCC are compared with those of database music signals which are prepared in advance. In the second step, the musical tone data is determined with the estimation results by measuring the Euclidean distance compared with those of the identified musical database. The effectiveness of the method was examined with 12 types of musical instruments such as Trumpet by evaluating tone estimation results of input music. The simulation results show the high accuracy of tone estimation of the proposed method compared with the conventional approaches based on FFT.
机译:本文提出了一种新的同步乐器和使用MFCC(Mel-ustration ePtrum系数)的自动转录系统的乐器和色调估计方法。此方法包括两个步骤。第一步是使用提取的输入音乐信号的特征族的Mahalanobis测量的乐器估计部分。将MFCC的特征与预先准备的数据库音乐信号进行比较。在第二步中,通过测量与所识别的音乐数据库相比测量欧几里德距离来确定音乐音数据。通过评估输入音乐的音调估计结果,用12种乐器检查该方法的有效性。仿真结果表明,与基于FFT的传统方法相比,所提出的方法的音调估计的高精度。

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