Computational methodology to support functional vision assessment in premature infants: A viability study

IF 1.7 4区 医学 Q3 CLINICAL NEUROLOGY NeuroRehabilitation Pub Date : 2024-01-30 DOI:10.3233/nre-230193
Ricardo Pires Maciel, Bruna Samantha Marchi, Henrique da Silva da Silveira, Giovana Pascoali Rodovanski, Aicha Al-Rob, Rodrigo Souza, Marcelo Fernandes Costa, Cristiane Aparecida Moran, Antonio Carlos Sobieranski
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Abstract

BACKGROUND:Premature newborns have a higher risk of abnormal visual development and visual impairment. OBJECTIVE:To develop a computational methodology to help assess functional vision in premature infants by tracking iris distances. METHODS:This experimental study was carried out with children upto two years old. A pattern of image capture with the visual stimulus was proposed to evaluate visual functions of vertical and horizontal visual tracking, visual field, vestibulo-ocular reflex, and fixation. The participants’ visual responses were filmed to compose a dataset and develop a detection algorithm using the OpenCV library allied with FaceMesh for the detection and selection of the face, detection of specific facial points and tracking of the iris positions is done. A feasibility study was also conducted from the videos processed by the software. RESULTS:Forty-one children of different ages and diagnoses participated in the experimental study, forming a robust dataset. The software resulted in the tracking of iris positions during visual function evaluation stimuli. Furthermore, in the feasibility study, 8 children participated, divided into Pre-term and Term groups. There was no statistical difference in any visual variable analyzed in the comparison between groups. CONCLUSION:The computational methodology developed was able to track the distances traveled by the iris, and thus can be used to help assess visual function in children.
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支持早产儿功能性视力评估的计算方法:可行性研究
背景:早产儿视觉发育异常和视力受损的风险较高。目的:开发一种计算方法,通过跟踪虹膜距离帮助评估早产儿的功能性视力。方法:这项实验研究的对象是两岁以下的儿童。我们提出了一种视觉刺激图像捕捉模式,以评估垂直和水平视觉跟踪、视野、前庭眼反射和固定等视觉功能。参与者的视觉反应被拍摄下来以组成一个数据集,并使用与 FaceMesh 相结合的 OpenCV 库开发了一种检测算法,用于检测和选择人脸、检测特定的面部点和跟踪虹膜位置。还对软件处理的视频进行了可行性研究。结果:41 名不同年龄和诊断结果的儿童参与了实验研究,形成了一个强大的数据集。该软件在视觉功能评估刺激中跟踪了虹膜位置。此外,在可行性研究中,有 8 名儿童参与,分为早产组和足月儿组。各组之间的视觉变量分析比较均无统计学差异。结论:所开发的计算方法能够跟踪虹膜移动的距离,因此可用于帮助评估儿童的视觉功能。
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来源期刊
NeuroRehabilitation
NeuroRehabilitation CLINICAL NEUROLOGY-REHABILITATION
CiteScore
3.20
自引率
0.00%
发文量
178
审稿时长
6-12 weeks
期刊介绍: NeuroRehabilitation, an international, interdisciplinary, peer-reviewed journal, publishes manuscripts focused on scientifically based, practical information relevant to all aspects of neurologic rehabilitation. We publish unsolicited papers detailing original work/research that covers the full life span and range of neurological disabilities including stroke, spinal cord injury, traumatic brain injury, neuromuscular disease and other neurological disorders. We also publish thematically organized issues that focus on specific clinical disorders, types of therapy and age groups. Proposals for thematic issues and suggestions for issue editors are welcomed.
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