Social Communication Coaching Smartglasses: Well Tolerated in a Diverse Sample of Children and Adults With Autism

Second Version of Google Glass as a Wearable Socio-Affective Aid: Positive School Desirability, High Usability, and Theoretical Framework in a Sample of Children with Autism

Background Computerized smartglasses are being developed as an assistive technology for daily activities in children and adults with autism spectrum disorder (ASD). While smartglasses may be able to help with educational and behavioral needs, their usability and acceptability in children with ASD is largely unknown. There have been reports of negative social perceptions surrounding smartglasses use in mainstream populations, a concern given that assistive technologies may already carry their own stigma. Children with ASD may also have a range of additional behavioral, developmental, and social challenges when asked to use this emerging technology in school and home settings. Objective The usability and acceptability of Glass Enterprise Edition (Glass), the successor to Google Glass smartglasses, were explored in children with ASD and their caregivers. Methods Eight children with ASD and their caregivers were recruited to attend a demonstration session with Glass smartglasses the week they were publicly released. The children had a wide range of ability, including limited speech to speaking, and represented a full range of school ages (6 to 17 years). Children and caregivers were interviewed about their experience of using the smartglasses and whether they would use them at school and home. Results All 8 children succeeded in using Glass and did not feel stressed (8/8, 100%) or experience any overwhelming sensory or emotional issues during the session (8/8, 100%). All 8 children (8/8, 100%) endorsed that they would be willing to wear and use the device in both home and school settings. Caregivers felt the experience was fun for the children (8/8, 100%), and most caregivers felt the experience was better than they had expected (6/8, 75%). Conclusions A wide age and ability range of children with ASD used Glass immediately after it was released and found it to be usable and acceptable. Despite concerns about potential stigma or social acceptability, all of the children were prepared to use the technology in both home and school settings. Encouragingly, most caregivers noted a very positive response. There were no behavioral, developmental, or social- or stigma-related concerns during or after the session. Smartglasses may be a useful future technology for children with ASD and are readily accepted for use by children with ASD and their caregivers.

Smart glasses for remote assistance: analysing usability and optimal user characteristics among young adults with and without autism

Young adults with autism spectrum disorder (ASD) often face challenges achieving independence and require ongoing support from caregivers. Smart glasses can develop skills and provide remote suppor...

(PDF) Smart glasses for remote assistance: analysing usability and optimal user characteristics among young adults with and without autism

PDF | Purpose: Young adults with autism spectrum disorder (ASD) often face challenges achieving independence and require ongoing support from... | Find, read and cite all the research you need on ResearchGate

Longitudinal Socio-Emotional Learning Intervention for Autism via Smartglasses: Qualitative School Teacher Descriptions of Practicality, Usability, and Efficacy in General and Special Education Classroom Settings

There is considerable demand for special education services for the over half a million students with autism in the United States. While assistive technology may augment educational services, its implementation is often prevented by a number of practical and attitudinal barriers. These barriers are especially pertinent for the newest and thus least familiar digital systems, such as computerized smartglasses loaded with specialized software modules. Computerized smartglasses are a technology that has already been shown to have an ability to deliver educational interventions through augmented reality. With this in mind, we sought to understand how school educators received and assessed the practicality of a smartglasses-based educational intervention in a single-subject study. The intervention was designed to aid with attention and social educational learning in autism. The intervention was delivered twice a day during a two-week study on a 13-year-old student with autism who was attending a mainstream middle school in Massachusetts. Three different school educators delivered the intervention: the student’s general education teacher, special education teacher, and paraprofessional. Educators recorded their attitudes, the practicality of the technology, and its impact on the student and their classroom through the use of a digital log and a series of in-person interviews. Overall, the school educators experienced a positive view of the smartglasses. The smartglasses intervention was found to be logistically practical to implement, easily usable by both the educator and student, and not time-consuming to learn or implement. Educators also identified the experience as being fun for the student, and felt that the student demonstrated improvement in his verbal and non-verbal skills. There were no adverse effects on the other students or the classroom, and the technology did not result in a distraction. These findings suggest that social skills interventions delivered by smartglasses may be practical, useful, and may lead to improvements in social communication skills. Further research on smartglasses may help to clarify the future role for augmenting special education in students with autism.

The use of wearable technology to measure and support abilities, disabilities and functional skills in autistic youth: a scoping review

Background: Wearable technology (WT) to measure and support social and non-social functioning in Autism Spectrum Disorder (ASD) has been a growing interest of researchers over the past decade. There is however limited understanding of the WTs currently available for autistic individuals, and how they measure functioning in this population. Objective: This scoping review explored the use of WTs for measuring and supporting abilities, disabilities and functional skills in autistic youth. Method: Four electronic databases were searched to identify literature investigating the use of WT in autistic youth, resulting in a total of 33 studies being reviewed. Descriptive and content analysis was conducted, with studies subsequently mapped to the ASD International Classification of Functioning, Disability and Health Core-sets and the ICF Child and Youth Version (ICF-CY). Results: Studies were predominately pilot studies for novel devices. WTs measured a range of physiological and behavioural functions to objectively measure stereotypical motor movements, social function, communication, and emotion regulation in autistic youth in the context of a range of environments and activities. Conclusions: While this review raises promising prospects for the use of WTs for autistic youth, the current evidence is limited and requires further investigation.

Artificial intelligence-powered smart vision glasses for the visually impaired

Purpose: In India, 4.80 million people are blind, and 4.69 million have severe visual impairment. Globally, the digital era and the advent of artificial intelligence devices offer solutions for daily challenges faced by the visually impaired, but they are often expensive. This study evaluates the acceptance and usability of a cost-effective AI-powered spectacle-mounted assistive device in a multicentric Indian cohort. Methods: Smart vision glass (SVG) is a lightweight tool, mounted on a spectacle frame with braille-coded keys and a real-time voice interface for guiding the visually impaired, and is connected to a smartphone Android App. The four major functions of the device are as follows: “Things Around You,” “Reading,” “Walking Assistance,” and “Face Recognition.” Ninety participants were recruited from five vision rehabilitation centers across India, and feedback was collected after a month’s usage. Results: The mean age of the participants was 23.5 years (range: 6 to 56 years) with 58.9% male; 51% from rural areas; and 64.4% students. As per the World Health Organization (WHO) classification, 90% of the participants were blind (best corrected visual acuity in better eye less than 3/60). A total of 100% of the participants were able to access all the functions of the SVG. Participants reported a positive experience with “Reading” (72.9%), “Things Around You” (44.7%), “Face Recognition” (36.5%), and “Walking Assistance” (22.4%). About 2/3rd of the participants utilized the device for an hour or more per day. Conclusion: SVG is a promising cost-effective device for the blind and severe visually impaired in aiding their day-to-day challenges and becoming self-reliant.

Avoiding Ableist Language: Suggestions for Autism Researchers - Kristen Bottema-Beutel, Steven K. Kapp, Jessica Nina Lester, Noah J. Sasson, Brittany N. Hand, 2021

In this commentary, we describe how language used to communicate about autism within much of autism research can reflect and perpetuate ableist ideologies (i.e....

Smart Glasses for Older Adults With Cognitive Impairment: A Scoping Review

This study aimed to identify and synthesize peer-reviewed literature on smart glasses for older adults with cognitive impairment. The review focused on (1) the technology and equipment used, (2) the specific tasks smart glasses are designed to support, (3) feasibility outcomes, when measured, and (4) the quality of the reviewed articles.

Envision Glasses

AI-powered smartglasses that articulate everyday visual information into speech, providing independence and possibilities for people who are blind or have low vision.

The influence of artificial intelligence on individuals with disabilities

The rapid advancement of artificial intelligence (AI) is reshaping assistive technologies, offering new possibilities for enhancing the independence, communication and quality of life of individuals with disabilities. This study presents a qualitative scoping review of 47 peer-reviewed articles published between 2018 and 2025, examining how AI has been integrated into assistive tools across domains such as mobility, communication, cognitive support, education and independent living. Specific AI applications include object recognition, gesture-based control, navigation assistance, emotion detection and natural language processing. The review highlights significant progress in personalization and real-time adaptation, while also identifying persistent challenges such as algorithmic bias, cost barriers, data privacy concerns and unequal access, particularly in low-resource settings. Ethical considerations and the need for inclusive, user-centered design approaches are emphasized. The study also underscores future research priorities, including standardization of development protocols, empirical evaluation of long-term effectiveness and policy frameworks to ensure equitable access. By synthesizing recent developments and critical gaps, this review contributes to understanding how AI can responsibly and effectively support assistive technologies, ultimately promoting more inclusive environments for people with disabilities.

The life-changing magic of wearing smartglasses | Letters

Letters: Readers respond to Elle Hunt’s review of Meta smartglasses, pointing out that the technology has a lot to offer to people with visual impairments or hearing loss

How useful are smart glasses in improving accessibility in higher education?

Smart glasses have the potential to support learning for disabled students, but this technology also comes with significant privacy concerns. Helen Nicholson-Benn looks at how to balance functional benefits with data security and safeguarding

Seeming to belong: Camouflaging and pragmatic self-perception in twice-exceptional adults across neurodivergent profiles

Background and objective Social camouflaging and pragmatic self-perception are key aspects of communication in neurodivergent populations. However, little is known about how these processes manifest in adults with autism, high intellectual ability (HIA), or twice-exceptionality (2e: HIA+autism). This study aimed to examine group-based differences in communicative adaptation and perceived pragmatic competence across these profiles. Materials and methods A total of 109 Spanish-speaking adults participated. Social camouflaging was assessed using the Camouflaging Autistic Traits Questionnaire (CAT-Q), and pragmatic self-perception was measured with the Communicative Competence Profile (CCP). Statistical analyses explored differences across groups and by gender. Results Significant differences emerged in all CAT-Q dimensions. Autistic participants reported the highest levels of camouflaging, followed by the 2e group, while only the compensation subscale distinguished autism from 2e. Regarding pragmatic self-perception, the HIA group scored highest, suggesting stronger communicative confidence, whereas autistic adults scored lowest. The 2e profile consistently occupied an intermediate position, though closer to autism, especially in subtle pragmatic aspects. Gender effects were limited overall but more noticeable within the Autism group. Conclusions Findings reveal distinct patterns of social camouflaging and pragmatic self-perception across neurodivergent profiles. Twice-exceptional adults show intermediate but autism-leaning traits, underscoring the complexity of their communicative adaptation. Results emphasize the need for inclusive frameworks that account for diverse communication styles within neurodivergence. Resumen Antecedentes y objetivo El camuflaje social y la autopercepción pragmática son aspectos clave de la comunicación en poblaciones neurodivergentes. Sin embargo, se sabe poco sobre cómo se manifiestan estos procesos en adultos con autismo, alta capacidad intelectual (HCI) o doble excepcionalidad (2e: HCI+autismo). Este estudio tuvo como objetivo examinar las diferencias entre grupos en la adaptación comunicativa y la competencia pragmática percibida en estos perfiles. Material y métodos Un total de 109 adultos hispanohablantes participaron en el estudio. El camuflaje social se evaluó mediante el Camouflaging Autistic Traits Questionnaire (CAT-Q), y la autopercepción pragmática se midió con el Communicative Competence Profile (CCP). Los análisis estadísticos exploraron diferencias entre grupos y por género. Resultados Se encontraron diferencias significativas en todas las dimensiones del CAT-Q. Los participantes autistas reportaron los niveles más altos de camuflaje, seguidos por el grupo 2e, mientras que solo la subescala de compensación distinguió al autismo del 2e. En cuanto a la autopercepción pragmática, el grupo HCI obtuvo las puntuaciones más altas, lo que sugiere mayor confianza comunicativa, mientras que los adultos autistas puntuaron más bajo. El perfil 2e se situó de manera consistente en una posición intermedia, aunque más cercana al autismo, especialmente en aspectos pragmáticos sutiles. Los efectos de género fueron en general limitados, pero más notables dentro del grupo con autismo. Conclusiones Los hallazgos revelan patrones diferenciados de camuflaje social y autopercepción pragmática en los distintos perfiles neurodivergentes. Los adultos con doble excepcionalidad muestran características intermedias pero con tendencia hacia el autismo, lo que subraya la complejidad de su adaptación comunicativa. Los resultados enfatizan la necesidad de marcos inclusivos que contemplen estilos de comunicación diversos dentro de la neurodivergencia.

How AI Glasses Are Empowering People With Disabilities

Our AI glasses are empowering people with disabilities to perform daily tasks with greater independence.

Smart Glasses in Education - Artificial intelligence

Why look at smart glasses now? Smart glasses have been commercially available in some form for over a decade. More recently, they have returned to popular conversation, driven largely by Meta and its growing range of glasses. The lack of widespread adoption has been attributed to the high cost and limited capabilities of earlier models, […]