Local binary patterns for 1-D signal processing

N. Chatlani, J. Soraghan
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引用次数: 96

Abstract

Local Binary Patterns (LBP) have been used in 2-D image processing for applications such as texture segmentation and feature detection. In this paper a new 1-dimensional local binary pattern (LBP) signal processing method is presented. Speech systems such as hearing aids require fast and computationally inexpensive signal processing. The practical use of LBP based speech processing is demonstrated on two signal processing problems: - (i) signal segmentation and (ii) voice activity detection (VAD). Both applications use the underlying features extracted from the 1-D LBP. The proposed VAD algorithm demonstrates the simplicity of 1-D LBP processing with low computational complexity. It is also shown that distinct LBP features are obtained to identify the voiced and the unvoiced components of speech signals.
一维信号处理的局部二值模式
局部二值模式(LBP)已被用于二维图像的纹理分割和特征检测等应用。提出了一种新的一维局部二值模式(LBP)信号处理方法。诸如助听器之类的语音系统需要快速且计算成本低廉的信号处理。基于LBP的语音处理在两个信号处理问题上的实际应用:(i)信号分割和(ii)语音活动检测(VAD)。这两个应用程序都使用从1-D LBP提取的底层特征。所提出的VAD算法证明了一维LBP处理的简单性和较低的计算复杂度。研究还表明,在识别语音信号的浊音和浊音成分时,得到了明显的LBP特征。
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