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The music information retrieval evaluation exchange (2005–2007): A window into music information retrieval research

机译：音乐信息检索评估交流（2005–2007）：音乐信息检索研究的窗口

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References(20) Cited-By(45) The Music Information Retrieval Evaluation eXchange (MIREX) is the community-based framework for the formal evaluation of Music Information Retrieval (MIR) systems and algorithms. By looking at the background, structure, challenges, and contributions of MIREX this paper provides some insights into the world of MIR research. Because MIREX tasks are defined by the community they reflect the interests, techniques, and research paradigms of the community as a whole. Both MIREX and MIR have a strong bias toward audio-based approaches as most MIR researchers have strengths in signal processing. Spectral-based approaches to MIR tasks have led to advancements in the MIR field but they now appear to be reaching their limits of effectiveness. This limitation is called the “glass ceiling” problem and the MIREX results data support its existence. The post-hoc analyses of MIREX results data indicate that there are groups of systems that perform equally well within various MIR tasks. There are many challenges facing MIREX and MIR research most of which have their root causes in the intellectual property issues surrounding music. The current inability of researchers to test their approaches against the MIREX test collections outside the annual MIREX cycle is hindering the rapid development of improved MIR systems.
机译：参考文献（20）被引用（45）音乐信息检索评估交换（MIREX）是基于社区的框架，用于对音乐信息检索（MIR）系统和算法进行正式评估。通过研究MIREX的背景，结构，挑战和贡献，本文提供了一些有关MIR研究领域的见识。因为MIREX任务是由社区定义的，所以它们反映了整个社区的兴趣，技术和研究范式。 MIREX和MIR都对基于音频的方法有强烈的偏见，因为大多数MIR研究人员在信号处理方面都有优势。基于光谱的MIR任务方法在MIR领域取得了进步，但现在看来已达到其有效性极限。该限制称为“玻璃天花板”问题，MIREX结果数据支持其存在。对MIREX结果数据的事后分析表明，有些系统组在各种MIR任务中表现相同。 MIREX和MIR研究面临许多挑战，其中大多数是与音乐相关的知识产权问题的根本原因。目前，研究人员无法在年度MIREX周期之外针对MIREX测试集合测试其方法，这阻碍了改进的MIR系统的快速开发。

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