Gender Classification with Voice Intensity

M. Alsulaiman, Z. Ali, Muhammad Ghulam
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引用次数: 8

Abstract

In this paper, a new approach to classify the two types of gender, male and female, is proposed and implemented. The research is based on the idea that male and female can be classified on the basis of the intensity of their utterances. To implement the idea, the Simpson's rule of numerical integration is used to calculate the voice intensity by measuring area under the normalized curve. The curve is obtained after multiplying a factor with the polynomial of degree three (fitted through the peaks), where peaks are found from each frame of speech utterance when it is divided into frames of length of 20 milliseconds. A certain level of amplitude is considered while finding the peaks. To make the decision about the type of gender an adaptively adjusted threshold is used. If the area of an utterance is above the threshold the gender type is a female otherwise male. Experiments show that result is promising that is 96.44%.
基于语音强度的性别分类
本文提出并实施了一种新的性别分类方法——男性和女性。这项研究基于这样一种观点,即男性和女性可以根据他们说话的强度来分类。为了实现这一思想,采用数值积分的辛普森规则,通过测量归一化曲线下的面积来计算声音强度。曲线是将一个因子与三次多项式相乘得到的(通过峰值拟合),其中峰值是在每帧语音被分成长度为20毫秒的帧时发现的。在寻找峰值时,要考虑一定程度的振幅。为了确定性别类型,使用了自适应调整的阈值。如果话语的面积超过阈值,则性别类型为女性,否则为男性。实验结果表明,该方法的有效性为96.44%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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