论文标题
以人为本数据集创建的道德荧光笔
An Ethical Highlighter for People-Centric Dataset Creation
论文作者
论文摘要
由人的计算机视觉数据集引起的重要道德问题一直受到重大关注,因此,许多数据集被撤回。为了满足以人为本数据集的学术需求,我们提出了一个分析框架,以指导现有数据集的道德评估,并为未来的数据集创建者提供避免失误的服务。我们的工作是通过对先前作品进行的审查和分析来告知的,并突出了出现这种道德挑战的位置。
Important ethical concerns arising from computer vision datasets of people have been receiving significant attention, and a number of datasets have been withdrawn as a result. To meet the academic need for people-centric datasets, we propose an analytical framework to guide ethical evaluation of existing datasets and to serve future dataset creators in avoiding missteps. Our work is informed by a review and analysis of prior works and highlights where such ethical challenges arise.