ICKAN: A deep musical instrument classification model incorporating Kolmogorov-Arnold network

Abstract Musical instrument classification, as a fundamental task in music information retrieval (MIR), has broad applications in music analysis, education, and content management. However, existing research primarily focuses on short monophonic samples for classification, which fails to capture the...

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Bibliographic Details
Main Authors: Jiaxiang Zheng, Moxi Cao, Chongbin Zhang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-09493-y
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