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Web Services Based Hybrid Recognizer of Lithuanian Voice Commands

机译:基于Web服务的立陶宛语语音命令混合识别器

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摘要

This paper presents the recently developed medical-pharmaceutical informative system with voice user interface. This is the first computerized system oriented towards healthcare services and industry where Lithuanian voice commands are used as a primary mean for control. Another essential property of the developed system is its hybrid nature: two different recognizers - an adapted commercial Spanish speech recognizer available from Microsoft and a locally developed HMM speech recognizer based on Lithuanian acoustic models - are operating in parallel. The recognition hypotheses produced by those recognizers are joined together using logical rules obtained using decision rules induction algorithms such as Ripper. All these measures and approaches allowed achieve very high speaker independent voice commands recognition accuracy acceptable for the system implementation in practice. The best achieved recognition was 98.9 % for 1000 Lithuanian voice commands. The paper presents optimization issues related with the development of the system.
机译:本文介绍了最近开发的带有语音用户界面的医药信息系统。这是面向医疗服务和行业的第一个计算机化系统,其中立陶宛语的语音命令被用作控制的主要手段。所开发系统的另一个基本特性是它的混合特性:两个不同的识别器(并行运行)可以同时使用,这两个识别器是可以从Microsoft获得的一种经过改进的商业西班牙语语音识别器,并且是基于立陶宛声学模型的本地开发的HMM语音识别器。由那些识别器产生的识别假设使用使用决策规则归纳算法(例如Ripper)获得的逻辑规则连接在一起。所有这些允许的措施和方法都可以实现非常高的扬声器独立语音命令识别精度,这在实践中可以被系统实现。对于1000个立陶宛语语音命令,获得的最佳识别率是98.9%。本文提出了与系统开发相关的优化问题。

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