Extraction of Design Principal Pattern Related to Kansei Value

Satoru Abe, T. Inomata
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引用次数: 0

Abstract

The purpose of this study was to extract visual design elements related to Kansei value by applying principal component analysis (PCA) to color images. A questionnaire survey on impression evaluations for images of various sports shoes was conducted for Japanese and Americans. The shoe images used in the survey were converted to the CIE Lab color system, and by applying PCA to value based on each axis (i.e., the luminance axis, the red-green axis, and the yellow-blue axis), the components of the shoe design could be visualized by the patterns of brightness and color. As a result of factor analysis applied to the rating data, factors with similar interpretation were extracted, while principal patterns of shoe design related to the impression factor were different between regions. This method using PCA is considered to lead to the realization of design direction that matches the user’s characteristics.
与感性价值相关的设计主模式提取
本研究的目的是利用主成分分析(PCA)对彩色图像提取与感性值相关的视觉设计元素。对日本人和美国人进行了对各种运动鞋形象印象评价的问卷调查。将调查中使用的鞋子图像转换为CIE Lab颜色系统,通过对每个轴(即亮度轴,红绿轴和黄蓝轴)的值应用PCA,可以通过亮度和颜色的模式来可视化鞋子设计的组成部分。对评分数据进行因子分析,提取出具有相似解释的因子,但与印象因子相关的鞋设计主模式在不同地区存在差异。该方法利用主成分分析法实现了符合用户特征的设计方向。
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