Interaction between people with dysarthria and speech recognition systems: A review.

IF 2.5 4区 医学 Q1 REHABILITATION
Assistive Technology Pub Date : 2023-07-04 Epub Date: 2022-04-18 DOI:10.1080/10400435.2022.2061085
Aisha Jaddoh, Fernando Loizides, Omer Rana
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引用次数: 5

Abstract

In recent years, rapid advancements have taken place for automatic speech recognition (ASR) systems and devices. Though ASR technologies have increased, the accessibility of these novel interaction systems is underreported and may present difficulties for people with speech impediments. In this article, we attempt to identify gaps in current research on the interaction between people with dysarthria and ASR systems and devices. We cover the period from 2011, when Siri (the first and the leading commercial voice assistant) was launched, to 2020. The review employs an interaction framework in which each element (user, input, system, and output) contributes to the interaction process. To select the articles for review, we conducted a search of scientific databases and academic journals. A total of 36 studies met the inclusion criteria, which included use of the word error rate (WER) as a measurement for evaluating ASR systems. This review determines that challenges in interacting with ASR systems persist even in light of the most recent commercial technologies. Further, understanding of the entire interaction process remains limited; thus, to improve this interaction, the recent progress of ASR systems must be elucidated.

构音障碍患者与语音识别系统之间的相互作用:综述。
近年来,自动语音识别(ASR)系统和设备取得了快速发展。尽管ASR技术有所增加,但这些新型交互系统的可访问性却被低估了,这可能会给有语言障碍的人带来困难。在这篇文章中,我们试图找出目前关于构音障碍患者与ASR系统和设备之间相互作用的研究中的空白。我们涵盖了从2011年Siri(第一款也是领先的商业语音助手)推出到2020年的这段时间。评审采用了一个交互框架,其中每个元素(用户、输入、系统和输出)都有助于交互过程。为了选择要审查的文章,我们搜索了科学数据库和学术期刊。共有36项研究符合纳入标准,其中包括使用单词错误率(WER)作为评估ASR系统的衡量标准。这篇综述确定,即使考虑到最新的商业技术,与ASR系统交互的挑战仍然存在。此外,对整个互动过程的了解仍然有限;因此,为了改善这种相互作用,必须阐明ASR系统的最新进展。
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来源期刊
Assistive Technology
Assistive Technology REHABILITATION-
CiteScore
4.00
自引率
5.60%
发文量
40
期刊介绍: Assistive Technology is an applied, scientific publication in the multi-disciplinary field of technology for people with disabilities. The journal"s purpose is to foster communication among individuals working in all aspects of the assistive technology arena including researchers, developers, clinicians, educators and consumers. The journal will consider papers from all assistive technology applications. Only original papers will be accepted. Technical notes describing preliminary techniques, procedures, or findings of original scientific research may also be submitted. Letters to the Editor are welcome. Books for review may be sent to authors or publisher.
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