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Interaction between people with dysarthria and speech recognition systems: A review
Aisha Jaddoh1, Fernando Loizides1, Omer Rana1
1School for Computer Science and Informatics, Cardiff University, Cardiff, UK.
Assistive Technology : the Official Journal of RESNA
|April 18, 2022
Summary
Despite advances in automatic speech recognition (ASR), people with dysarthria still face significant challenges interacting with voice-controlled systems. Further research is needed to improve accessibility for these users.
Area of Science:
- Speech and Language Technology
- Human-Computer Interaction
- Assistive Technology
Background:
- Automatic Speech Recognition (ASR) systems have advanced rapidly, but their accessibility for individuals with speech impediments, such as dysarthria, is not well-documented.
- The period reviewed (2011-2020) covers the launch and growth of commercial voice assistants like Siri.
- Existing research often overlooks the specific interaction challenges faced by users with dysarthria.
Approach:
- A systematic literature review was conducted, focusing on studies published between 2011 and 2020.
- Articles were selected from scientific databases and journals based on predefined inclusion criteria.
- The review utilized an interaction framework encompassing user, input, system, and output elements.
Key Points:
- A total of 36 studies met the inclusion criteria, with Word Error Rate (WER) being a common evaluation metric.
- Significant interaction challenges persist for individuals with dysarthria when using current ASR technologies.
- The overall interaction process between users with dysarthria and ASR systems is not fully understood.
Conclusions:
- Current ASR systems, despite recent technological progress, continue to present usability barriers for individuals with dysarthria.
- A deeper understanding of the complete user-system interaction is crucial for enhancing ASR accessibility.
- Future research should focus on elucidating ASR advancements to better support users with speech impediments.
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