Smart homes are becoming ubiquitous, but they are not Americans with Disability Act (ADA) compliant. Smart homes equipped with ADA compliant appliances and services are critical for people with disabilities (i.e., visual impairments and limited mobility) to improve independence, safety, and quality of life. Despite all advancements in smart home technologies, some fundamental design and implementation issues remain. For example, people with disabilities often feel insecure to respond when someone knocks on the door or rings the doorbell. In this paper, we present an intelligent system called "SafeAccess+" to build safer and ADA compliant premises (e.g. smart homes, offices). The key functionalities of the SafeAccess+ are: 1) Monitoring the inside/outside of premises and identifying incoming people; 2) Providing users relevant information to assess incoming threats (e.g., burglary, robbery) and ongoing crimes 3) Allowing users to grant safe access to homes for friends/family members. We have addressed several technical and research challenges: - developing models to detect and recognize person/activity, generating image descriptions, designing ADA compliant end-end system. In addition, we have designed a prototype smart door showcasing the proof-of-concept. The premises are expected to be equipped with cameras placed in strategic locations that facilitate monitoring the premise 24/7 to identify incoming persons and to generate image descriptions. The system generates a pre-structured message from the image description to assess incoming threats and immediately notify the users. The completeness and generalization of models have been ensured through a rigorous quantitative evaluation. The users' satisfaction and reliability of the system has been measured using PYTHEIA scale and was rated excellent (Internal Consistency-Cronbach's alpha is 0.784, Test-retest reliability is 0.939 )
翻译:智能型家庭正在变得无处不在,但并不是美国残疾人法(ADA)的普惠性家庭。智能型家庭配备了符合ADA标准的设备和服务,对于残疾人(即视力障碍和流动性有限)提高独立、安全和生活质量至关重要。尽管智能型家庭技术取得了各种进步,但一些基本的设计和实施问题依然存在。例如,当有人敲门或敲门门时,残疾人往往感到无法做出反应。在本文中,我们提出了一个称为“安全Acess+”的智能系统,以建设更安全和符合ADA的场所(例如智能型家庭、办公室)。安全Acecer+的关键功能对于残疾人(即视觉障碍和流动性有限)对于提高独立、安全和生活质量至关重要。尽管在智能型家庭技术方面都取得了进步,但一些基本设计和实施系统的关键功能是:1) 监控内部/外部系统(我们设计了一个Secreal-Staryal-lority ),通过Scial-deal-deal-degistration Systemal-destrual Serview 系统,我们设计了一个Silal-sal-Silal-Silization Stal-Sildal-Ial-Ial-Silviewisal-Silding Stal-Sildal-Sild Stal-Sildal-Sildal-I) 和Sild-Simal-Sildal-Sildal-SIMAimational-Serviewmal-SDAsxxxxxxxxxxxxxxxxxxxx 和Servial-sxxxxxxxxxxxxxxxxxxxxxxxxxxxxx,一个SI,一个SI,一个SI,一个SIM的系统,一个S-S-Sxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx,一个SI,一个SI,一个SI 和一个SI 和一个Sxxxxx,一个Sir 和一个Seral-Sir