论文标题
Se-Shweshwe启发了时尚一代
se-Shweshwe Inspired Fashion Generation
论文作者
论文摘要
时尚是我们向世界展示自己的方式之一。这反映了我们的个人决定,也是人们区分和代表自己的方式之一。在本文中,我们专注于时装设计过程,并扩大了当前对西方时尚的关注的计算机愿景。我们讨论了南部非洲Se-Shweshwe面料时尚的历史,SE-Shweshwe数据集的集合以及用于负担得起的时尚设计的素描到设计图像的应用。时尚的应用提出了少量数据的培训技术问题,也提出了超越公平的计算机愿景的重要问题,特别是关于创建和使用时尚数据集的道德考虑,以及计算机视觉如何支持文化代表性并可能避免算法文化拨款。
Fashion is one of the ways in which we show ourselves to the world. It is a reflection of our personal decisions and one of the ways in which people distinguish and represent themselves. In this paper, we focus on the fashion design process and expand computer vision for fashion beyond its current focus on western fashion. We discuss the history of Southern African se-Shweshwe fabric fashion, the collection of a se-Shweshwe dataset, and the application of sketch-to-design image generation for affordable fashion-design. The application to fashion raises both technical questions of training with small amounts of data, and also important questions for computer vision beyond fairness, in particular ethical considerations on creating and employing fashion datasets, and how computer vision supports cultural representation and might avoid algorithmic cultural appropriation.