我们能从目录照片中确定艺术家作品的年代吗?

Alexander David Brown, G. Roderick, Hannah M. Dee, Lorna M. Hughes
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引用次数: 1

摘要

计算机视觉已经解决了艺术中的许多问题,但还没有详细研究艺术风格在艺术家职业生涯中的发展和演变方式。在本文中,我们采用计算方法来模拟约翰·“凯芬”·威廉姆斯爵士积累的作品中的风格变化,他是一位全国知名的多产的威尔士艺术家。使用从目录和在线资源中收集的图像,我们使用“留一”的方法按年份对绘画进行分类;尽管图像来源、大小和质量存在差异,但我们能够获得预测年份和实际年份之间的显著相关性,并且我们能够在15年内猜测出这幅画的年龄,大约占我们数据集的70%。我们还通过考虑由熟悉威廉姆斯作品的学者选择的作为范例的绘画子集来研究专家知识在这个框架内的结合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Can we date an artist's work from catalogue photographs?
Computer vision has addressed many problems in art, but has not yet looked in detail at the way artistic style can develop and evolve over the course of an artist's career. In this paper we take a computational approach to modelling stylistic change in the body of work amassed by Sir John “Kyffin” Williams, a nationally renowned and prolific Welsh artist. Using images gathered from catalogues and online sources, we use a leave-one-out methodology to classify paintings by year; despite the variation in image source, size, and quality we are able to obtain significant correlations between predicted year and actual year, and we are able to guess the age of the painting within 15 years, for around 70% of our dataset. We also investigate the incorporation of expert knowledge within this framework by consdering a subset of paintings chosen as exemplars by a scholar familiar with Williams' work.
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