首页> 外文会议>International Conference on Communications vol.1; 20040603-05; Bucharest(RO) >Improving speaker recognition performance and minimising the time processing through gender separation
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Improving speaker recognition performance and minimising the time processing through gender separation

机译:通过性别隔离提高说话者识别性能并最大程度地减少时间处理

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The main purpose of this project is to minimize the time processing. The idea is very simple; first I apply a MFFC parameterisation of the speech signal. The result vector is mapped using Vector Quantisation method. At this code book I add the pitch parameter. All this process represents the training part of the program. In the recognition part the pitch parameter is very important. First we extract the pitch of the sample that we want to recognize and compare with the values that we obtained in training part. All the values in the training part that are equal with the pitch value of the sample used in the recognition part plus or minus e we validated. Then we applied the VQ method to recognise the speaker only for the remained samples who match. Using pitch as a first decision parameter I reduce the time processing with all most 40% (this is a relative percent and it depends by the number men or women who are in our base), because the time that we need to find the pitch value for a voiced signal is smaller then the MFFC parameterization of the same sample.
机译:该项目的主要目的是最大程度地减少时间处理。这个想法很简单;首先,我将语音信号的MFFC参数化。使用矢量量化方法映射结果矢量。在此代码书中,我添加了pitch参数。所有这些过程代表了该计划的培训部分。在识别部分,音高参数非常重要。首先,我们提取要识别的样本音高,并将其与训练部分获得的值进行比较。训练部分中与识别部分中使用的样本的音高值相等的所有值加上或减去我们验证的e。然后,我们应用VQ方法仅针对匹配的其余样本识别说话者。使用音调作为第一个决策参数,我将所有40%的时间都减少了(这是一个相对百分比,它取决于我们基准中的男性或女性人数),因为我们需要找到音调值的时间如果浊音信号较小,则相同样本的MFFC参数化。

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