Special Needs Children, Vision, Visual Function
Conditions
Keywords
Children, Ophthalmology
Brief summary
The early visual screening of children plays a critical role in promoting visual development, especially for those with visual impairments. Among various approaches, eye-tracking based visual assessment has emerged as a promising tool, particularly for infants, toddlers, and children with developmental disabilities who are unable to complete traditional vision tests. The object of this study is to design and investigate the effectiveness of using a deep learning based, individualized eye-tracking system to assess visual function, specifically visual acuity and visual field, in typical preschool children and infants under the age of three. This study aims to establish a reliable, noninvasive visual screening method that accommodates the diverse needs and abilities of young children.
Detailed description
The investigators will recruit a total of 1,300 participants across four key groups to support the development and validation of an individualized visual function screening system using eye-tracking technology: 1. 300 adults to establish a reference dataset for gaze estimation models 2. 300 typically developing preschool children aged 3 to 5 years 3. 400 typically developing children under the age of 3 4. 300 children with special needs, including those with developmental disabilities and visual impairments Data collection will take place over 15 to 22 months, depending on the group.
Interventions
OTHERobservational study, no interventional
no interventions
Sponsors
National Taiwan University Hospital
Study design
Observational model
OTHER
Time perspective
PROSPECTIVE
Eligibility
Sex/Gender
ALL
Age
0 Years to 70 Years
Healthy volunteers
Yes
Inclusion criteria
* A. General Group 1. Inclusion Criteria General adults: 1. Aged over 18 and under 70 years 2. Willing to undergo assessment and video recording using the "Deep Visual Tracking System" 3. Willing to sign the informed consent form Typically developing preschool children aged 3 to 5: 1. Currently aged between 3 (inclusive) and 5 (inclusive) years 2. The primary caregiver agrees to allow the child to undergo assessment and video recording using the "Deep Visual Tracking System" Children under 3 years old: 1. Currently under 3 years of age 2. The primary caregiver agrees to allow the child to undergo assessment and video recording using the "Deep Visual Tracking System" 2\.
Exclusion criteria
General adults: 1. Presence of severe corneal disease or cataract that may interfere with data collection 2. Obvious abnormalities in eye or facial appearance, such as ptosis or facial trauma affecting facial structure Typically developing preschool children aged 3 to 5: 1. Children with physical or mental disabilities 2. Children diagnosed with or suspected of having developmental delay 3. Children with obvious abnormalities in eye or facial appearance Children under 3 years old: (1) Children with physical or mental disabilities (2) Children diagnosed with or suspected of having developmental delay (3) Children with obvious abnormalities in eye or facial appearance \_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_ B. Special Needs Group 1. Inclusion Criteria (1) Children under the age of 12 with special needs, including physical, mental, or multiple disabilities (2) The primary caregiver agrees to allow the child to undergo assessment and video recording using the "Deep Visual Tracking System" 2.
Design outcomes
Primary
| Measure | Time frame | Description |
|---|---|---|
| Accuracy of Visual Acuity Classification by Deep Vision Tracking System (DVR System), Compared to Standard Clinical Assessment | 2 months | Compare the DVR system's classification (normal vs. impaired vision) with results from standard clinical tests (e.g., Teller Acuity Cards). Report sensitivity and specificity. Cut-off values: logMAR 0.22 (Snellen decimal: 0.6) and 0.097 (Snellen decimal: 0.8). |
| Visual Field Detection Accuracy of the DVR System Compared to Standard Evaluation | 2 months | This outcome assesses the accuracy of the DVR system in detecting visual field response in children, defined by whether the participant successfully fixates on screen-displayed peripheral stimuli. The DVR system's outputs will be compared to clinical observation. Accuracy will be evaluated via sensitivity and specificity. |
Secondary
| Measure | Time frame | Description |
|---|---|---|
| Criterion validity of DVR system visual acuity estimates (logMAR) | 2 months | Compare DVR system logMAR estimates with clinical measurements (e.g., Teller Acuity Cards) using linear regression. Report slope coefficient; a slope near 1 indicates strong agreement. Target criterion: slope ≥ 0.8. |
| Test-retest reliability of DVR system visual acuity measurements | 2 months | Participants will be re-tested within 2 weeks. Reliability will be assessed using standard error of measurement and coefficient of variation from panel data. |
Countries
Taiwan
Contacts
CONTACTChiun-Ho Hou, PHD
Outcome results
None listed