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-bnfa-'s Introduction

原文说明

该项目为文章《面向鸟鸣识别的背景噪声过滤算法设计与实现》的代码实现。算法使用Deep Complex U-net对含噪声的鸟鸣音频进行首次去噪,接着采用融合了CBAM注意力机制的ResNet18作为深度特征提取网络在特征提取过程中过滤噪声,可以有效提取鸟鸣深度特征,随后经过归一化的特征送入浅层分类器进行识别。本研究可以用于被动声学监测,通过被动声学监测技术,可以对自然界鸟类的种类、数量和分布进行长期、全面的监测,为生物多样性保护提供科学依据。

数据说明

本实验的相关数据由于数据过大无法上传至Github,如有需要可以通过下方链接下载:

天目山鸟鸣数据集 链接:https://pan.baidu.com/s/1bgum_KcL2IYURU7Bra7mDg 提取码:brzi --来自百度网盘超级会员V5的分享

用于训练DCUnet的数据集 链接:https://www.kaggle.com/datasets/mjz00011/dataset-bird/

训练好的模型权重 https://www.kaggle.com/datasets/mjz00011/test-model-b3/

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