Interpreting CNN models for musical instrument recognition using multi-spectrogram heatmap analysis: a preliminary study

Interpreting CNN models for musical instrument recognition using multi-spectrogram heatmap analysis: a preliminary study

IntroductionMusical instrument recognition is a critical component of music information retrieval (MIR), aimed at identifying and classifying instruments from audio recordings. This task poses significant challenges due to the complexity and variability of musical signals.MethodsIn this study, we em...

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Bibliographic Details
Main Authors: Rujia Chen, Akbar Ghobakhlou, Ajit Narayanan
Format: Article
Language:English
Published: Frontiers Media S.A. 2024-12-01
Series:Frontiers in Artificial Intelligence
Subjects:
musical instrument recognition
music information retrieval
convolutional neural networks
spectrogram analysis
feature maps
heatmaps
Online Access:https://www.frontiersin.org/articles/10.3389/frai.2024.1499913/full
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