Construction and Implementation of Content-Based National Music Retrieval Model Under Deep Learning

Jing Shi and Lei Liu
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Jing Shi: Nanchang Institute of Technology, China
Lei Liu: Luxun School of the Arts, Yan'an University, China

International Journal of Information System Modeling and Design (IJISMD), 2024, vol. 15, issue 1, 1-17

Abstract: This research mainly studies the construction and implementation of the content-based folk music retrieval model. Firstly, it studies the music automatic annotation method based on deep learning, and then proposes the tag conditional random field music automatic annotation method, and then constructs the music annotation depth neural network model combining a variety of music representation and attention mechanism. Finally, it analyzes the proposed folk music retrieval model the effectiveness of the cable model is verified and its performance is evaluated. The results show that in Glu module, Glu blocks had better performance in music annotation, and the music annotation results of each index in music hierarchical sequence modeling are better, which ensures the effectiveness of music annotation. Compared with other algorithms, the AUC tag score of the proposed method is the highest, which is 0.913; it can better model the mapping relationship between the audio features of music input to the text tag and has higher scores on all evaluation indicators.

Date: 2024
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