Computer Vision Applications and their Ethical Risks in the Global South

Charles-Olivier Dufresne Camaro, Fanny Chevalier, Syed Ishtiaque Ahmed
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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.
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。
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