2019-05-21 09:13:59 u012361418 阅读数 1307
  • PHP微服务架构之RPC通信

    自动化部署、端点智能化和语言及数据的去中心化控制。一种将一个单一应用程序开发为一组小型服务的方法,每个服务运行在自己的进程中,服务间通信采用轻量级通信机制(通常用HTTP资源API)。可通过全自动部署机制独立部署,共用一个最小型的集中式的管理。服务可用不同的语言开发,使用不同的数据存储技术。

    330 人正在学习 去看看 李强强

语音识别系列7-语音活动端点检测(VAD)

一、介绍

语音活动端点检测(VAD)已经是一个古老的话题,用于分离信号中语音信号和非语音信号,首先我们讲述VAD的三种做法:1,通过分帧,判断一帧的能量,过零率等简单的方法来判断是否是语音段;2,通过检测一帧是否有基音周期来判断是否是语音段;3,通过DNN的方法训练模型来分类是否是语音帧。相对来说,通过DNN的方法来做VAD准确率会更好一些,本节我们讲述通过DNN来做语音分类,进而分离语音段和非语音段。

 

二、方法及原理

我们采用的训练数据为:语音识别做音素对齐后的数据,也就是说每一帧都有对应的音素,我们这里把对应为SIL的帧作为非语音帧,把对应为非SIL的帧作为语音帧。这样我们就有了训练DNN模型的数据和标签。接着我们使用KALDI中NNET3来训练DNN网络,为了减小网络规模,我们使用TDNN,每层结点数逐层递减,代码如下:

 

  echo "$0: creating neural net configs";
  num_targets=`feat-to-dim scp:$targets_scp - 2>/dev/null` || exit 1
  feat_dim=`feat-to-dim scp:$data_dir/feats.scp - 2>/dev/null` || exit 1

  mkdir -p $dir/configs
  cat <<EOF > $dir/configs/network.xconfig
  input dim=$feat_dim name=input

  relu-renorm-layer name=tdnn1 dim=200 input=Append(-2,-1,0,1,2)
  relu-renorm-layer name=tdnn2 dim=100 input=Append(-2,0,2)
  relu-renorm-layer name=tdnn3 dim=50 input=Append(-3,0,3)
  relu-renorm-layer name=tdnn4 dim=25 input=Append(-3,0,3)
  output-layer name=output dim=$num_targets max-change=1.5
EOF
  steps/nnet3/xconfig_to_configs.py --xconfig-file $dir/configs/network.xconfig --config-dir $dir/configs/

  steps/nnet3/train_raw_dnn.py --stage=$train_stage \
    --cmd="$decode_cmd" \
    --feat.cmvn-opts "--norm-means=false --norm-vars=false" \
    --trainer.num-epochs 2 \ 
    --trainer.optimization.num-jobs-initial 2 \ 
    --trainer.optimization.num-jobs-final 4 \ 
    --trainer.optimization.initial-effective-lrate 0.001 \
    --trainer.optimization.final-effective-lrate 0.0001 \
    --trainer.optimization.minibatch-size 512 \
    --egs.dir "$common_egs_dir" --egs.opts "$egs_opts" \
    --cleanup.remove-egs $remove_egs \
    --cleanup.preserve-model-interval 10 \
    --nj 20 \
    --use-dense-targets=true \
    --feat-dir=${data_dir} \
    --targets-scp=$targets_scp \
    --dir=$dir || exit 1;

训练完成后,我们就得到了一个二分类的DNN模型,接下来就是一些策略的问题了,在这里,我们把状态分为8个状态:1,未知状态;2,语音开始状态;3,语音状态;4,语音结束状态;5,非语音开始状态;6,非语音状态;7,非语音结束状态;8,结束状态。

策略是:语音开始时是未知状态,如果窗口中非语音帧的个数大于语音帧的个数,我们是非语音开始状态,如果连续10帧都判断为语音帧,那么返回非语音结束状态和语音开始状态,反之亦然。

但是这样一个结果就是语音过渡时间过短,我们会在语音开始状态之前和语音结束状态之后补一段非语音帧,这样可以防止误判。

 

三、结论

以上就是我们使用DNN模型来做VAD,从实验结果来看,效果还不错。

 

 

 

2010-07-30 00:33:00 deepken 阅读数 3340
  • PHP微服务架构之RPC通信

    自动化部署、端点智能化和语言及数据的去中心化控制。一种将一个单一应用程序开发为一组小型服务的方法,每个服务运行在自己的进程中,服务间通信采用轻量级通信机制(通常用HTTP资源API)。可通过全自动部署机制独立部署,共用一个最小型的集中式的管理。服务可用不同的语言开发,使用不同的数据存储技术。

    330 人正在学习 去看看 李强强

语音端点检测就是检测语音信号的起点和终点,因此也叫起止点识别。它是语音处理技术中的一个重要方面,一个关键性问题,端点检测的准确与否,在很大程度上影响语音识别系统的性能。这里我们来研究下采用短时能量和短时过零率相结合的方法,来分离出真正的语音信号作为系统处理的对象。

 

双门限端点检测算法的实现方法:

在开始进行端点检测之前,首先为短时能量和过零率分别确定两个门限:

一个是比较低的门限,其数值比较小,对信号的变化比较敏感,很容易就会被超过。

另一个是比较高的门限,数值比较大,信号必须达到一定的强度,该门限才可能被超过。

低门限被超过未必就是语音的开始,有可能是时间很短的噪声引起的。高门限被超过则可以基本确信是由于语音信号引起的。

 

整个语音端点检测可分为4段:静音,过滤段,语音段,结束。程序中使用一个变量Status来表示当前所处的状态。在静音段,如果短时能量或过零率,超越了低门限,就应该开始标记起点,进入过渡段。在过渡段中,由于参数的数值比较小,不能确信是否处于真正的语音段,因此只要两个参数的数值回落的到低门限以下,就将当前状态恢复到静音状态,而如果过渡段中两个参数中任意一个超过了高门限,就可以确信进入了语音段。

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2019-04-12 15:47:16 weixin_38299404 阅读数 185
  • PHP微服务架构之RPC通信

    自动化部署、端点智能化和语言及数据的去中心化控制。一种将一个单一应用程序开发为一组小型服务的方法,每个服务运行在自己的进程中,服务间通信采用轻量级通信机制(通常用HTTP资源API)。可通过全自动部署机制独立部署,共用一个最小型的集中式的管理。服务可用不同的语言开发,使用不同的数据存储技术。

    330 人正在学习 去看看 李强强

WebRTC端点检测使用中遇到的部分问题汇总

背景

端点检测技术作为语音识别等技术预处理截断的一项非常重要的技术一直以来是业界研究的重点,也可以说语音信号的端点检测精度直接影响后面进行的语音识别精度,而目前的端点检测算法主要受到以下几个因素的制约:

  1. 噪声环境: 待检测语音信号中的环境噪声强的时候其端点检测精度就明显下降,所以目前采用的主要技术是麦克风阵列技术实现噪声的抑制,从而获得信噪比较高的语音信号作为端点检测的输入。
  2. 多说话人: 在待检测语音中存在多人同时说话时端点检测的精度也会明显下降,同样,目前业界主要还是通过麦克风阵列技术实现说话人定向、波束成形、信号增强等技术手段获得较为理想的语音信号。(麦克风阵列技术也是一项非常重要的技术。本人毕业设计就是做的移动机器人声源定位)

就目前端点检测算法来说主要有基于能量阈值的检测方法(能量方法又包括多中能量)、基于能量与过零率的检测方法、基于谱熵的检测方法、基于倒谱的检测方法等,这些方法在实际应用中对于环境的泛化能力较弱,算法的鲁棒性较低,主要受噪声、音量、远近场的不同等因素影响。

正文

几个月前公司的一个项目中需要做一个鲁棒性较好的端点检测算法来更换公司在用的基于能量与过零率实现的端点检测算法,经过一段时间的折腾(为什么说折腾呢?因为公司也没告诉我用什么算法,所以全靠我自己摸索了),最后我决定用Google的开源项目WebRTC试试(无奈,我只是个来实习生啊,苦)经过一个月的探索终于有点眉目了,我通过修改了WebRTC底层算法的部分逻辑实现又经过无数次实际环境中的测试终于有一天项目经理说合格了(激动的心,颤抖的手啊)。下面我将使用WebRTC的过程中遇到的部分问题分享出来供大家参考:

首先WebRTC的VAD模块返回的是每一帧音频数据是否为语音信号的标志位,也就是直接使用的话接收到的是一帧一帧拼接的语音数据,在实际项目中使用时不能满足实际需要,听到的声音断断续续的,所以这时就需要在WebRTC中VAD算法的基础上再进行一次封装,这次封装主要解决的为题是按照实际应用中的那样将每帧音频按照语音,非语音分成完整的段。

由于我们的使用环境噪声较大,信噪比较低,实际测试中端点检测时出现了将大量噪声判别为语音的情况,所以此时我通过修改WebRTC底层判别语音信号的能量阈值(vad_core.h)KMinEnergy,这样就可以过滤掉大部分低能量的噪声对端点检测算法的影响。

其次在WebRTC的VAD中判别语音还是非语音的高斯模型中在计算六个频段的似然比之后与设定的阈值比较时,分为两种情况:

  1. 当六个频带的局部似然比阈值超过阈值门限时判别为语音;
  2. 当六个频带的似然比阈值加权求和后得到的一个全局阈值超过预先设定的阈值门限时判定为语音。

原始的算法当满足这两者之一时就可以认为此帧为语音帧,通过实验这样做的方式得到的效果并不好,所以我通过屏蔽局部逻辑判断进行了测试,实验表明这样做效果更好,端点检测精度更高。

最后在修改上述地方后我通过开放似然比阈值接口实现了再多种环境下的端点检测模式的设定。

今天就先记录到这里,后期我再详细的描述WebRTC算法的工作流程和低信噪比环境下的优化。

2018-05-22 15:45:52 qq_39239990 阅读数 1173
  • PHP微服务架构之RPC通信

    自动化部署、端点智能化和语言及数据的去中心化控制。一种将一个单一应用程序开发为一组小型服务的方法,每个服务运行在自己的进程中,服务间通信采用轻量级通信机制(通常用HTTP资源API)。可通过全自动部署机制独立部署,共用一个最小型的集中式的管理。服务可用不同的语言开发,使用不同的数据存储技术。

    330 人正在学习 去看看 李强强

语音识别从声音进行电脑后,一般先进行端点检测,即将语音的部分与外界的噪音或是静音分割开来,以减少计算机的计算负担,从而更快进行识别

端点检测的算法比较多,一般就通过,过零率,能量值来进行判断;然后再对“符合条件“的声音转给识别程序

  Public Function Vad4(data16() As Int16) As List(Of Point)
        Dim j As Integer = 0
        Dim pow As Int64 = 0
        Dim tmp As Integer = 0
        Dim isStart As Boolean = False
        Dim StartPos As Integer = 0, EndPos As Integer = 0
        Dim WArray As New List(Of Point)


        For i = 0 To data16.Length - 1 '
            If j < 100 Then
                tmp = data16(i)
                pow = pow + Math.Pow(tmp, 2)


            Else
                Dim energy As Integer = 0
                energy = Math.Sqrt(pow) / 100
                Console.WriteLine(energy.ToString)
                If energy < 5 Then
                    If isStart = True Then  '已有开始点,此处能量低于阀值
                        isStart = False
                        EndPos = i

                        '*******过滤小于2000点的区域
                        If EndPos - StartPos > 1200 Then
                            WArray.Add(New Point(StartPos, EndPos))
                            'end 
                        End If

                    End If
                Else
                    If isStart = False Then
                        isStart = True
                        StartPos = i

                    End If

                End If
                pow = 0
                j = 0
            End If



            j = j + 1
        Next

        Return WArray
    End Function


2020-02-18 13:56:36 m0_46339497 阅读数 73
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    自动化部署、端点智能化和语言及数据的去中心化控制。一种将一个单一应用程序开发为一组小型服务的方法,每个服务运行在自己的进程中,服务间通信采用轻量级通信机制(通常用HTTP资源API)。可通过全自动部署机制独立部署,共用一个最小型的集中式的管理。服务可用不同的语言开发,使用不同的数据存储技术。

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  语音端点检测,通常是指在有噪声或其他干扰的环境下分辨出音频信号流
  中的语音信号和非语音信号,并确定语音信号的起始点和终止点,为后续
  的信号处理提供必要的支持。但在实际应用中,由于噪声的引入、环境的
  改变甚至是语音自身的性质都会导致端点检测的结果不准确,系统的识别
  性能也不能得到保证。由于现实环境下没有完全纯净的语音信号,往往都
  伴有噪声或其他干扰,通常会使端点检测性能显著地下降。由于实际应用
  中的语音采集于不同的场景中,常常会混入不同类型的环境噪音,这增加
  了语音端点检测的难度,并降低了语音端点检测的准确性。
  系统展示了当前主要语音端点检测算法的检测性能。
  fs=handles.fs;

IS=0.25; % 设置前导无话段长度
wlen=200; % 设置帧长为25ms
inc=80; % 求帧移
xx=xx-mean(xx); % 消除直流分量
x=xx/max(abs(xx)); % 幅值归一化
N=length(x); % 取信号长度
time=(0:N-1)/fs; % 设置时间
wnd=hamming(wlen); % 设置窗函数
overlap=wlen-inc; % 求重叠区长度
NIS=fix((IS*fs-wlen)/inc +1); % 求前导无话段帧数

y=enframe(x,wnd,inc)’; % 分帧
fn=size(y,2); % 求帧数
frameTime=frame2time(fn, wlen, inc, fs);% 计算各帧对应的时间

% BARK子带参数表
Fk=[50 20 100; 150 100 200; 250 200 300; 350 300 400; 450 400 510; 570 510 630; 700 630 770;…
840 770 920; 1000 920 1080; 1170 1080 1270; 1370 1270 1480; 1600 1480 1720; 1850 1720 2000;…
2150 2000 2320; 2500 2320 2700; 2900 2700 3150; 3400 3150 3700; 4000 3700 4400;…
4800 4400 5300; 5800 5300 6400; 7000 6400 7700; 8500 7700 9500; 10500 9500 12000;…
13500 12000 15500; 18775 15500 22050];

% 插值
fs2=fix(fs/2);
在这里插入图片描述

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