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Robust DTW-based recognition algorithm for hand-held consumer devices speech recognition

机译:用于手持消费者设备的强大基于DTW的识别算法语音识别

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This work presents a new dynamic programming (DP)-based recognition algorithm that is quite suitable for menu-driven recognition applications with small vocabulary size (typically less than 50). In terms of computational complexity and parameter file size, the proposed algorithm shows improved results for a command recognition system with small vocabulary size than the conventional hidden Markov model (HMM)-based recognizer. In addition, the proposed algorithm shows much higher recognition accuracy compared to the conventional dynamic time warping (DTW)-based recognizer.
机译:这项工作提出了一种新的动态编程(DP) - 基于识别算法,非常适合具有小词汇量大(通常小于50)的菜单驱动识别应用程序。在计算复杂性和参数文件大小方面,所提出的算法显示了具有小词汇量大小的命令识别系统的改进的结果,而不是传统的隐马尔可夫模型(HMM)的识别器。另外,与传统的动态时间翘曲(DTW)的识别器相比,所提出的算法显示得更高的识别准确性。

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