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一种基于眼动追踪技术和多层感知器的颜色匹配设计方法。

An eye- tracking technology and MLP-based color matching design method.

作者信息

Hua Yinhong, Ni Jianlin, Lu Honglei

机构信息

School of Fine Arts, Nanjing Normal University, Nanjing, 210000, China.

College of Arts, Anhui University, Hefei, 230039, China.

出版信息

Sci Rep. 2023 Jan 23;13(1):1294. doi: 10.1038/s41598-023-28331-7.

Abstract

Images are a significant source of inspiration for designers to carry out the color design. However, the absence of animated images in the product color design can create confusion for designers. To translate the colours of the animated images into product colours, this work used eye-tracking technology to aid colour extraction and the multilayer perceptron neural network (MLP) algorithm to train a product colour decision model to filter the best product colour schemes. Firstly, eye tracking technology is used to collect the distribution of hotspots of the subject while viewing the animated images. Based on the distribution of eye-tracking hotspots, the most interesting animated colours were extracted. Then, the MLP is applied to train a colour decision model for children's shopping cart products, and the colour decision model is used to filter the optimal solution for the product colour, and finally the colour design is completed from the animated colour to the three-colour children's shopping cart product. Experimental results show that the color extraction based on the eye-tracking technology and the color scheme screening based on the intelligent algorithm can realize the effective conversion from animated image colors to product colors. This work proposes a color scheme design method from animations to products, which further expands the image color sources in product color design and can accurately find the color scheme that matches the animated image and the product.

摘要

图像是设计师进行色彩设计的重要灵感来源。然而,在产品色彩设计中缺乏动画图像可能会给设计师带来困惑。为了将动画图像的颜色转换为产品颜色,这项工作使用了眼动追踪技术来辅助颜色提取,并使用多层感知器神经网络(MLP)算法训练产品颜色决策模型,以筛选出最佳的产品配色方案。首先,使用眼动追踪技术收集受试者在观看动画图像时的热点分布。基于眼动追踪热点的分布,提取出最受关注的动画颜色。然后,应用MLP训练儿童购物车产品的颜色决策模型,并使用该颜色决策模型筛选产品颜色的最优解,最终完成从动画颜色到三色儿童购物车产品的色彩设计。实验结果表明,基于眼动追踪技术的颜色提取和基于智能算法的配色方案筛选能够实现从动画图像颜色到产品颜色的有效转换。这项工作提出了一种从动画到产品的配色方案设计方法,进一步拓展了产品色彩设计中的图像颜色来源,能够准确找到与动画图像和产品相匹配的配色方案。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca57/9870872/1b631d212166/41598_2023_28331_Fig1_HTML.jpg

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