Visual Function Screening System With Special Needs Children and Typical Preschoolers
Leveraging Deep Learning to Optimize the Individualized Application of Eye-tracking Devices for the Early-stage Visual Function Screening of Both Special Needs Children and Typical Preschoolers
1 other identifier
observational
1,300
1 country
1
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.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Aug 2025
Typical duration for all trials
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
June 17, 2025
CompletedFirst Posted
Study publicly available on registry
July 23, 2025
CompletedStudy Start
First participant enrolled
August 20, 2025
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 30, 2027
ExpectedStudy Completion
Last participant's last visit for all outcomes
December 31, 2027
November 18, 2025
March 1, 2025
1.9 years
June 17, 2025
November 16, 2025
Conditions
Keywords
Outcome Measures
Primary Outcomes (2)
Accuracy of Visual Acuity Classification by Deep Vision Tracking System (DVR System), Compared to Standard Clinical Assessment
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).
2 months
Visual Field Detection Accuracy of the DVR System Compared to Standard Evaluation
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.
2 months
Secondary Outcomes (2)
Criterion validity of DVR system visual acuity estimates (logMAR)
2 months
Test-retest reliability of DVR system visual acuity measurements
2 months
Study Arms (2)
General Population Group
Special Needs Group
Interventions
no interventions
Eligibility Criteria
General adults, typically developing preschool children aged 3 to 5 and under 3 years old. Additionally, children with special needs, regardless of the underlying cause, including those with physical or mental disabilities or multiple disabilities, such as autism spectrum disorder, cerebral palsy, visual impairments, and developmental delays.
You may qualify if:
- General adults:
- Aged over 18 and under 70 years
- Willing to undergo assessment and video recording using the "Deep Visual Tracking System"
- Willing to sign the informed consent form
- Typically developing preschool children aged 3 to 5:
- Currently aged between 3 (inclusive) and 5 (inclusive) years
- 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:
- Currently under 3 years of age
- The primary caregiver agrees to allow the child to undergo assessment and video recording using the "Deep Visual Tracking System"
You may not qualify if:
- General adults:
- Presence of severe corneal disease or cataract that may interfere with data collection
- Obvious abnormalities in eye or facial appearance, such as ptosis or facial trauma affecting facial structure
- Typically developing preschool children aged 3 to 5:
- Children with physical or mental disabilities
- Children diagnosed with or suspected of having developmental delay
- 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
- B. Special Needs Group
- A. General Group
- General adults:
- Presence of severe corneal disease or cataract that may interfere with data collection
- Obvious abnormalities in eye or facial appearance, such as ptosis or facial trauma affecting facial structure
- +10 more criteria
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Department of Ophthalmology, National Taiwan University Hospital
Taipei, Taiwan
MeSH Terms
Interventions
Intervention Hierarchy (Ancestors)
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- OTHER
- Time Perspective
- PROSPECTIVE
- Target Duration
- 2 Weeks
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
June 17, 2025
First Posted
July 23, 2025
Study Start
August 20, 2025
Primary Completion (Estimated)
June 30, 2027
Study Completion (Estimated)
December 31, 2027
Last Updated
November 18, 2025
Record last verified: 2025-03
Data Sharing
- IPD Sharing
- Will not share