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Keyword recognition with phone confusion networks and phonological features based keyword threshold detection

机译:与电话混淆网络的关键字识别与基于语音功能的基于的关键字阈值检测

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In this study, a new keyword spotting system (KWS) that utilizes phone confusion networks (PCNs) is presented. The new system exploits the compactness and accuracy of phone confusion networks to deliver fast and accurate results. Special design considerations are provided within the new algorithm to account for phone recognizer induced insertion and deletion errors. Furthermore, this study proposes a new threshold estimation technique that uses the keyword constituent phones and phonological features (PFs) for threshold computation. The new threshold estimation technique is able to deliver thresholds that improves the overall F-score for keyword detection. The final integrated system is able to achieve a better balance between precision and recall.
机译:在本研究中,提出了一种利用电话混淆网络(PCN)的新关键字发现系统(KW)。新系统利用电话混淆网络的紧凑性和准确性,提供快速准确的结果。在新算法中提供了特殊设计考虑,以考虑电话识别器引起的插入和删除错误。此外,本研究提出了一种新的阈值估计技术,该技术使用关键字组成电话和语音特征(PFS)进行阈值计算。新的阈值估计技术能够提供改善关键字检测的整体F分数的阈值。最终的集成系统能够在精度和召回之间实现更好的平衡。

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