A Systematic Review of User Studies as a Basis for the Design of Systems for Automatic Sign Language Processing

IF 2.5 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS ACM Transactions on Accessible Computing Pub Date : 2022-10-07 DOI:10.1145/3563395
S. Prietch, J. A. Sánchez, J. Guerrero
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Abstract

Deaf persons, whether or not they are sign language users, make up one of various existing marginalized populations that historically have been socially and politically underrepresented. Unfortunately, this also happens in technology design. Conducting user studies in which marginalized populations are represented is a step towards guaranteeing their right to participate in choices and decisions that are made for, with, and by them. This article presents and discusses results from a Systematic Literature Review (SLR) of user studies in the design of systems for Automatic Sign Language Processing (ASLP). Following our SLR protocol, from 2,486 papers initially found, we applied inclusion and exclusion criteria to finally select 37 papers in our review. We excluded publications that were not full papers, were not related to our main topic of interest, or that reported results that had been updated by more recent papers. All the selected papers focus on user studies as a basis for the design of three major aspects of ASLP: generation (ASLG), recognition (ASLR), and translation (ASLT). With regard to our specific area of interest, we analyzed four areas related to our research questions: goals and research methods, types of user involvement in the interaction design life cycle, cultural and collaborative aspects, and other lessons learned from the primary studies under review. Salient findings from our analysis show that numerical scale questionnaires are the most frequently used research instruments, co-designing ASLP systems with sign language users is not a common practice (as potential users are included mostly in the evaluation phase), and only seldom are Deaf persons who are sign language users included as members of research teams. These findings point to the need of conducting more inclusive and qualitative research for, with and by Deaf persons who are sign language users.
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作为自动手语处理系统设计基础的用户研究综述
聋哑人,无论他们是否使用手语,都是历史上在社会和政治上都没有得到充分代表的各种边缘化人群之一。不幸的是,这也发生在技术设计中。进行有边缘化人口代表参加的用户研究,是朝着保障他们有权参与为他们、与他们一起或由他们作出的选择和决定的方向迈出的一步。本文介绍并讨论了系统文献综述(SLR)对自动手语处理(ASLP)系统设计中用户研究的结果。按照我们的单反方案,从最初发现的2486篇论文中,我们应用纳入和排除标准最终选择了37篇论文纳入我们的综述。我们排除了非完整论文、与我们感兴趣的主要主题无关、或报告的结果被最近的论文更新过的出版物。所有入选的论文都将用户研究作为设计ASLP的三个主要方面的基础:生成(ASLG)、识别(ASLR)和翻译(ASLT)。关于我们感兴趣的具体领域,我们分析了与我们的研究问题相关的四个领域:目标和研究方法,交互设计生命周期中用户参与的类型,文化和协作方面,以及从正在审查的主要研究中吸取的其他经验教训。我们的分析结果表明,数字量表问卷是最常用的研究工具,与手语使用者共同设计ASLP系统的做法并不常见(因为潜在用户主要包括在评估阶段),很少有手语使用者作为研究团队的成员被包括在内。这些发现表明,有必要为使用手语的聋人开展更具包容性和定性的研究。
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来源期刊
ACM Transactions on Accessible Computing
ACM Transactions on Accessible Computing COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
6.20
自引率
8.30%
发文量
43
期刊介绍: Computer and information technologies have re-designed the way modern society operates. Their widespread use poses both opportunities and challenges for people who experience various disabilities including age-related disabilities. That is, while there are new avenues to assist individuals with disabilities and provide tools and resources to alleviate the traditional barriers encountered by these individuals, in many cases the technology itself presents barriers to use. ACM Transactions on Accessible Computing (TACCESS) is a quarterly peer-reviewed journal that publishes refereed articles addressing issues of computing that seek to address barriers to access, either creating new solutions or providing for the more inclusive design of technology to provide access for individuals with diverse abilities. The journal provides a technical forum for disseminating innovative research that covers either applications of computing and information technologies to provide assistive systems or inclusive technologies for individuals with disabilities. Some examples are web accessibility for those with visual impairments and blindness as well as web search explorations for those with limited cognitive abilities, technologies to address stroke rehabilitation or dementia care, language support systems deaf signers or those with limited language abilities, and input systems for individuals with limited ability to control traditional mouse and keyboard systems. The journal is of particular interest to SIGACCESS members and delegates to its affiliated conference (i.e., ASSETS) as well as other international accessibility conferences. It serves as a forum for discussions and information exchange between researchers, clinicians, and educators; including rehabilitation personnel who administer assistive technologies; and policy makers concerned with equitable access to information technologies.
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