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An exhaustive review of automatic music transcription techniques: Survey of music transcription techniques

机译:自动音乐转录技术的详尽综述:音乐转录技术概述

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The main objective of this paper is to review the technologies and models used in the Automatic music transcription system. Music Information Retrieval is a key problem in the field of music signal analysis and this can be achieved with the use of music transcription systems. It has proven to be a very difficult issue because of the complex and deliberately overlapped spectral structure of musical harmonies. Generally, the music transcription systems branched as automatic and semi-automatic approaches based on the user interventions needed in the transcription system. Among these we give a close view of the automatic music transcription systems. Different models and techniques were proposed so far in the automatic music transcription systems. However the performance of the systems derived till now not completely matched to the performance of a human expert. In this paper we go through the techniques used previously for the music transcription and discuss the limitations with them. Also, we give some directions for the enhancement of the music transcription system and this can be useful for the researches to develop fully automatic music transcription system.
机译:本文的主要目标是审查自动音乐转录系统中使用的技术和模型。音乐信息检索是音乐信号分析领域的关键问题,并且可以通过使用音乐转录系统来实现这一点。由于音乐和声的复杂和故意重叠的光谱结构,它已被证明是一个非常困难的问题。通常,音乐转录系统基于转录系统中所需的用户干预来分支为自动和半自动方法。其中我们提供了自动音乐转录系统的密切视图。到目前为止在自动音乐转录系统中提出了不同的模型和技术。然而,衍生的系统的性能直到现在没有与人类专家的表现完全匹配。在本文中,我们通过先前用于音乐转录的技术,并与它们讨论限制。此外,我们向音乐转录系统提供一些方向,这对于开发全自动音乐转录系统的研究有用。

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