便携式无线设备中的ASR

Olli Viikki
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引用次数: 17

摘要

本文讨论了语音自动识别在便携式无线设备中的适用性和作用。由于作者的背景,这些观点有些偏向于移动电话,但许多方面对其他便携式设备也是常见的。虽然依赖扬声器的技术仍然占主导地位,但今天有迹象表明,在无线设备中,也有面向独立扬声器系统的ASR趋势。由于这些现代通信设备通常用于大众市场,因此本文综述了与低成本嵌入式系统语音识别相关的ASR领域。特别是,多语言ASR、低复杂度ASR算法及其实现以及声学模型自适应技术在实现ASR系统的成本效益方面发挥了关键作用。低复杂度和高级噪声鲁棒ASR算法有时是相互冲突的概念。本文还简要回顾了一些最重要的噪声鲁棒ASR技术,这些技术非常适合嵌入式系统。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ASR in portable wireless devices
This paper discusses the applicability and role of automatic speech recognition in portable wireless devices. Due to the author's background, the viewpoints are somewhat biased to mobile telephones, but many of the aspects are nevertheless common for other portable devices as well. While still dominated by the speaker-dependent technology, there are today signs that also in wireless devices, there are ASR trends towards speaker-independent systems. As these modern communication devices are usually intended for mass markets, the paper reviews the ASR areas that are relevant for speech recognition on low cost embedded systems. In particular, multilingual ASR, low complexity ASR algorithms and their implementation, and acoustic model adaptation techniques play a key role in enabling cost effective realization of ASR systems. Low complexity and advanced noise robust ASR algorithms are sometimes conflicting concepts. The paper also briefly reviews some of the most important noise robust ASR techniques that are well suited for embedded systems.
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