An improved lightweight method based on EfficientNet for birdsong recognition

Abstract In the context of birdsong recognition, conventional modeling approaches often involve a significant number of parameters and high computational costs, rendering them unsuitable for deployment in embedded field monitoring devices. To improve the convenience of birdsong recognition, this stu...

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Bibliographic Details
Main Authors: Haolun He, Hui Luo
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-07875-w
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