Vocal performance evaluation of the intelligent note recognition method based on deep learning

Abstract This study aims to optimize the ability of note recognition and improve the accuracy of vocal performance evaluation. Firstly, the basic theory of music is analyzed. Secondly, the convolutional neural network (CNN) in deep learning (DL) is selected to integrate gated recurrent units for opt...

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Bibliographic Details
Main Author: Dongyun Chang
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-99357-2
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