Computer Vision Applications and their Ethical Risks in the Global South

Charles-Olivier Dufresne Camaro, Fanny Chevalier, Syed Ishtiaque Ahmed
{"title":"Computer Vision Applications and their Ethical Risks in the Global South","authors":"Charles-Olivier Dufresne Camaro, Fanny Chevalier, Syed Ishtiaque Ahmed","doi":"10.20380/GI2020.17","DOIUrl":null,"url":null,"abstract":"We present a study of recent advances in computer vision (CV) research for the Global South to identify the main uses of modern CV and its most significant ethical risks in the region. We review 55 research papers and analyze them along three principal dimensions: where the technology was designed, the needs addressed by the technology, and the potential ethical risks arising following deployment. Results suggest: 1) CV is most used in policy planning and surveillance applications, 2) privacy violations is the most likely and most severe risk to arise from modern CV systems designed for the Global South, and 3) researchers from the Global North differ from researchers from the Global South in their uses of CV to solve problems in the Global South. Results of our risk analysis also differ from previous work on CV risk perception in the West, suggesting locality to be a critical component of each risk’s importance.","PeriodicalId":93493,"journal":{"name":"Proceedings. Graphics Interface (Conference)","volume":"1 1","pages":"158-167"},"PeriodicalIF":0.0000,"publicationDate":"2020-01-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings. Graphics Interface (Conference)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.20380/GI2020.17","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

We present a study of recent advances in computer vision (CV) research for the Global South to identify the main uses of modern CV and its most significant ethical risks in the region. We review 55 research papers and analyze them along three principal dimensions: where the technology was designed, the needs addressed by the technology, and the potential ethical risks arising following deployment. Results suggest: 1) CV is most used in policy planning and surveillance applications, 2) privacy violations is the most likely and most severe risk to arise from modern CV systems designed for the Global South, and 3) researchers from the Global North differ from researchers from the Global South in their uses of CV to solve problems in the Global South. Results of our risk analysis also differ from previous work on CV risk perception in the West, suggesting locality to be a critical component of each risk’s importance.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
全球南方的计算机视觉应用及其伦理风险
我们为全球南方提供了一项关于计算机视觉(CV)研究最新进展的研究,以确定现代CV的主要用途及其在该地区最重大的道德风险。我们回顾了55篇研究论文,并从三个主要方面对其进行了分析:技术的设计地点、技术解决的需求以及部署后产生的潜在道德风险。结果表明:1)CV在政策规划和监控应用中使用最多,2)隐私侵犯是为全球南方设计的现代CV系统最有可能和最严重的风险,3)全球北方的研究人员与全球南方的研究人员在使用CV解决全球南方问题方面存在差异。我们的风险分析结果也与西方以前关于CV风险感知的工作不同,表明地区是每种风险重要性的关键组成部分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
2.20
自引率
0.00%
发文量
0
期刊最新文献
Towards Enabling Blind People to Fill Out Paper Forms with a Wearable Smartphone Assistant. BayesGaze: A Bayesian Approach to Eye-Gaze Based Target Selection. Personal+Context navigation: combining AR and shared displays in network path-following Interactive Exploration of Genomic Conservation AffordIt!: A Tool for Authoring Object Component Behavior in Virtual Reality
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1