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Foot shape classification using 3D scanning data

机译:使用3D扫描数据进行脚形分类

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3D foot anthropometric data was collected and classified into several foot shapes. A 3D foot anthropometric database which contains 1835 male right foot scanning images was used. The subjects aged from 18 to 60 years old. A 3D foot scanner was used to collect 12 foot dimensions including foot length, ball of foot length, outside ball of foot length, foot breadth, heel breadth, ball circumference, instep circumference, toe height, navicular height, instep height, toe 1 angle and toe 5 angle. The principle component analysis (PCA) and K-means cluster analysis was applied to classify male subjects' foot shapes. The PCA results indicated that foot breadth, foot length and navicular height were selected as three principle components. The percentage of total variance explained by the 3 principle components was 72.96%. The use of K-means clustering can classify male subjects' foot into 6 foot types. In addition, a new foot sizing system was developed for Taiwanese males. Comparing the new sizing system with the current CNS 4800-S1093 sizing system, the new sizing system can reduce the size numbers, and provide updated foot dimensions. Thus, the manufacturer can apply these results for shoe last design and footwear production with better fitness and lower cost.
机译:3D脚人体测量数据被收集并分为几个脚的形状。使用含有1835个男性右脚扫描图像的3D脚人体数据库。从年龄18至60岁的受试者。一种3D足部扫描仪用于收集12英尺尺寸,包括脚长度,脚长度的球,脚长度的外球,脚宽度,脚跟广度,球周长,脚背圆周,脚趾高度,舟形高度,脚背的高度,鞋头1角和脚趾5角。主成分分析(PCA)和K均值聚类分析应用于男性受试者脚的形状进行分类。在PCA结果表明,脚宽度,足长和舟骨高度被选定为三个主要组件。总方差的百分比由3种主成分解释为72.96%。使用K均值聚类可以雄性受试者的脚分为6英尺的类型。此外,一个新的脚尺寸系统是为台湾男性开发。比较当前CNS 4800 S1093上浆系统的新施胶系统,新系统的尺寸可以减小尺寸号码,并提供更新的足部尺寸。因此,制造商可以将这些结果鞋楦设计和鞋类生产与体质更好,成本更低。

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