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arXiv 2102.01690cs.CV

From Culture to Clothing: Discovering the World Events Behind A Century of Fashion Images

UT-Austin(德克萨斯大学奥斯汀分校)

Wei-Lin Hsiao, Kristen Grauman

英文摘要:

Fashion is intertwined with external cultural factors, but identifying these links remains a manual process limited to only the most salient phenomena. We propose a data-driven approach to identify specific cultural factors affecting the clothes people wear. Using large-scale datasets of news articles and vintage photos spanning a century, we present a multi-modal statistical model to detect influence relationships between happenings in the world and people's choice of clothing. Furthermore, on two image datasets we apply our model to improve the concrete vision tasks of visual style forecasting and photo timestamping. Our work is a first step towards a computational, scalable, and easily refreshable approach to link culture to clothing.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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