in this paper a novel technique adopted in HarkMan is introduced. HarkMan is a keyword-spotter designed to automatically spot the given words of a vocabulary-independent task in unconstrained Chinese telephone speech....in this paper a novel technique adopted in HarkMan is introduced. HarkMan is a keyword-spotter designed to automatically spot the given words of a vocabulary-independent task in unconstrained Chinese telephone speech. The speak- ing manner and the number of keywords are not limited. This paper focuses on the novel technique which addresses acoustic modeling, keyword spotting network, search strategies, robustness, and rejection. The underlying technologies used in HarkMan given in this paper are useful not only for keyword spotting but also for continuous speech recognition. The system has achieved a figure-of-merit value over 90%.展开更多
该文提出了一种基于音素网格的置信度计算方法。与传统的基于整个声学模型的置信度不同的是,这种方法在解码器生成的音素网格上计算关键词的置信度,从而具有更好的拒识能力。另外,针对两种置信度取值范围的不同,该文采用权重因子的方法...该文提出了一种基于音素网格的置信度计算方法。与传统的基于整个声学模型的置信度不同的是,这种方法在解码器生成的音素网格上计算关键词的置信度,从而具有更好的拒识能力。另外,针对两种置信度取值范围的不同,该文采用权重因子的方法综合利用两种置信度,取得了较好的效果。在自然对话的电话数据测试中,与传统的置信度计算方式相比,混和置信度的FOM(Figure Of Merit)值相对提高了17.0%。展开更多
文摘in this paper a novel technique adopted in HarkMan is introduced. HarkMan is a keyword-spotter designed to automatically spot the given words of a vocabulary-independent task in unconstrained Chinese telephone speech. The speak- ing manner and the number of keywords are not limited. This paper focuses on the novel technique which addresses acoustic modeling, keyword spotting network, search strategies, robustness, and rejection. The underlying technologies used in HarkMan given in this paper are useful not only for keyword spotting but also for continuous speech recognition. The system has achieved a figure-of-merit value over 90%.
文摘该文提出了一种基于音素网格的置信度计算方法。与传统的基于整个声学模型的置信度不同的是,这种方法在解码器生成的音素网格上计算关键词的置信度,从而具有更好的拒识能力。另外,针对两种置信度取值范围的不同,该文采用权重因子的方法综合利用两种置信度,取得了较好的效果。在自然对话的电话数据测试中,与传统的置信度计算方式相比,混和置信度的FOM(Figure Of Merit)值相对提高了17.0%。
