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Harmonious colors: from alchemy to science

机译:和谐的色彩:从炼金术到科学

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There is a very long tradition in designing color palettes for various applications, going back to at least the Upanishad. Although color palettes have been influenced by the available colorants, starting with the advent of aniline dyes in the late 1850s there have been few physical limits on the choice of individual colors. This abundance of choices exacerbates the problem of limiting the number of colors in a palette, i.e., in keeping them into a manageable quantity.For example, it is not practical for a car company to offer each model in hundreds of colors. Instead, for each model year a small number of color palettes is offered, each containing the colors for the body, trim, interior, etc. Another example is the fashion industry, where in addition to solid colors there are also patterns, leading to a huge variety of combinations that would be impossible to stock.The traditional solution is that of "color forecasting." Color consultants assess the sentiment or affective state of a target customer class and compare it with new colorants offered by the industry. They assemble a limited color palette, name the colors according to the sentiment, and publish their result. Textile manufacturers will produce fabrics in these colors and fashion designers will design clothes, accessories, and furniture based on these fabrics. Eventually, the media will communicate these forecasts to the consumers, who will be admired by their cohorts when they choose colors from the forecast palette, which by then is widely diffused.The color forecasting business is very labor intensive and difficult, thus for years computer engineers have tried to come up with algorithms to design harmonious color palettes, alas with little commercial success. For example, Johannes Itten's color theory has been implemented many times, but despite Itten's success in the Bauhaus artifacts, the computer tools have been of little utility. Indeed, contrary to the auditory sense, there is no known physiological mechanism sustaining harmony and the term "harmonious" just has the informal meaning of "going well together."We argue that the intellectual flaw resides in the belief that a masterful individual can devise a "perfect methodology" that the engineer can then reduce to practice in a computer program. We suggest that the correct approach is to consider color forecasting as an act of distillation, where a palette is digested from the sentiment of a very large number of people. We describe how this approach can be reduced to an algorithm by replacing the subjective process with a data analytic process.
机译:在设计用于各种应用的调色板方面有很长的传统,至少可以追溯到Upanishad。尽管调色板受可用着色剂的影响,但自苯胺染料于1850年代末问世以来,对各种颜色的选择几乎没有物理限制。选择的丰富性加剧了限制调色板中颜色数量的问题,即使它们保持在可管理的数量之内。例如,汽车公司提供每种颜色数百种颜色的汽车并不可行。取而代之的是,对于每个型号年份,都提供少量的调色板,每个调色板包含用于车身,装饰,内饰等的颜色。另一个示例是时装业,除了纯色之外,还存在图案,从而导致传统上的解决方案是“颜色预测”。色彩顾问评估目标客户类别的情感或情感状态,并将其与行业提供的新型着色剂进行比较。他们组装有限的调色板,根据情感命名颜色,然后发布结果。纺织品制造商将生产这些颜色的面料,而时装设计师将根据这些面料设计衣服,配件和家具。最终,媒体将这些预测结果传达给消费者,当他们从预测调色板中选择颜色时,他们的同龄人会对此表示钦佩,到那时这些颜色已经被广泛传播。颜色预测业务是劳动密集型的,而且难度很大,因此多年来计算机工程师试图提出算法来设计和谐的调色板,可惜在商业上几乎没有成功。例如,约翰内斯·伊滕(Johannes Itten)的色彩理论已经实施了很多次,但是尽管伊滕(Itten)在包豪斯(Bauhaus)人工制品中取得了成功,但计算机工具的使用却很少。的确,与听觉相反,没有已知的维持和谐的生理机制,“和谐”一词的非正式含义是“融洽相处”。我们认为,智力上的缺陷在于人们相信有高超的个人可以设计工程师可以简化为在计算机程序中进行实践的“完美方法论”。我们建议正确的方法是将颜色预测视为一种提炼行为,在这种行为中,调色板是从大量人的情感中提取出来的。我们描述了如何通过将主观过程替换为数据分析过程来将这种方法简化为一种算法。

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