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sound-source-localization-algorithm_doa_estimation's Introduction

sound-source-localization-algorithm_DOA_estimation

  • 语音信号处理的宽带说话人(声源)定位(DOA估计)算法

Abstract 本仓库是面向语音信号的声源定位传统算法

关键词:声源定位(sound source localization)、DOA估计(DOA estimation)、TDOA估计(TDOA estimation)、麦克风阵列信号处理(microphone array signal processing)

ssl_tools

包含SRP-PHAT(GCC-PHAT)、MUSIC、beamforming(波束形成)三类算法

  • SRP:SRP-PHAT、非线性SRP-PHAT
  • MUSIC
  • beamforming:基于延迟求和(DS)的SNR方位谱估计、基于MVDR的SNR方位谱估计及其对应的频率加权改进算法

与语音信号处理的宽带声源定位相关的参考资源

竞赛

  • acoustic source LOCalization And TrAcking [LOCATA]
  • Detection and Classification of Acoustic Scenes and Events [DCASE]

多通道数据集生成算法

开源代码

基于时延的定位

基于波束形成的定位

  • DNN_Localization_And_Separation [Code]

双耳定位

  • binauralLocalization [Code]
  • Binaural-Auditory-Localization-System [Code]
  • Binaural_Localization:ITD-based localization of sound sources in complex acoustic environments [Code]

高分辨率定位

基于聚类定位

  • messl:Model-based EM Source Separation and Localization [Code] [Paper]
  • fast_sound_source_localization_using_TLSSC:Fast Sound Source Localization Using Two-Level Search Space Clustering [Code]

窄带定位

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sound-source-localization-algorithm_doa_estimation's Issues

srppaht其实是gccphat?

srp一般是多通道的gcc相加,这里只看见2通道的实现。希望能看到更新多通道的情况

ioa_stftCompute函数没有找到

老师您好,sound-source-localization-algorithm_DOA_estimation/ssl_tools/doa_mvdr.m 文件中第33行的ioa_stftCompute函数
image
我没有找到,请问我该如何解决?
可以使用spectrogram函数替换吗?

Are there references for several algorithms implemented in the code? For example, SRP-PHAT, nonlinear SRP-PHAT, MUSIC,

Are there references for several algorithms implemented in the code? For example, SRP-PHAT, nonlinear SRP-PHAT, MUSIC。
It helps me a lot to use the algorithm code that you completed. Can you give me the papers from which these algorithms came
在代码中实现的几个算法是否有参考?例如,SRP-PHAT,非线性SRP-PHAT, MUSIC。使用了您完成的算法代码这对我帮助很大,您能给出这些算法出自哪些论文吗

两个bug

有两个问题:
1.在music算法中 设定俯仰角范围为0 插值就会报错
2.SNR中 没有ioa_stftCompute函数

关于算法的适用性

老师您好,请问例子中的example.m, 对采集数据是否有要求? 我使用的天线是任意面阵,四通道采集,数据带宽140MHz~300MHz,采样率1G。

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