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Assessing the Relevance of Onset Information for Note Tracking in Piano Music Transcription

机译:评估钢琴音乐转录中的注意事项信息的相关信息

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In Automatic Music Transcription, onset information is useful for correcting timing issues of multi-pitch estimation processes and obtain note-level representations of audio signals. Although this idea has been often used in transcription systems, it is still unclear to which degree its use is beneficial. We address this question by studying the influence of the accuracy of onset information in piano music transcription. Results indicate that note tracking results improve when the onset information provided is accurately estimated and properly included with the correct strategy. Additionally, results depict an important accuracy gap in note tracking when considering ground-truth onset information compared to using an automatic onset estimation algorithm, showing the need for more accurate onset detection methods for music transcription systems.
机译:在自动音乐转录中,开始信息对于校正多音高估计过程的定时问题并获得音频信号的注释级别表示是有用的。虽然这种想法经常用于转录系统,但仍然不清楚其使用的程度是有益的。我们通过研究钢琴音乐转录中的发病信息准确性的影响来解决这个问题。结果表明,当准确估计并正确地包括正确的策略时,记录跟踪结果改善了所提供的发出信息。另外,结果描绘了在考虑与使用自动发作估计算法的地面真实的发作信息相比时注意跟踪的重要精度差距,显示了对音乐转录系统的更准确的开始检测方法的需要。

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