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
{"title":"支持早产儿功能性视力评估的计算方法:可行性研究","authors":"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","doi":"10.3233/nre-230193","DOIUrl":null,"url":null,"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.","PeriodicalId":19717,"journal":{"name":"NeuroRehabilitation","volume":"28 1","pages":""},"PeriodicalIF":1.7000,"publicationDate":"2024-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Computational methodology to support functional vision assessment in premature infants: A viability study\",\"authors\":\"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\",\"doi\":\"10.3233/nre-230193\",\"DOIUrl\":null,\"url\":null,\"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.\",\"PeriodicalId\":19717,\"journal\":{\"name\":\"NeuroRehabilitation\",\"volume\":\"28 1\",\"pages\":\"\"},\"PeriodicalIF\":1.7000,\"publicationDate\":\"2024-01-30\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"NeuroRehabilitation\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.3233/nre-230193\",\"RegionNum\":4,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"CLINICAL NEUROLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"NeuroRehabilitation","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3233/nre-230193","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
Computational methodology to support functional vision assessment in premature infants: A viability study
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.
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.