摘要
服装款式复杂多变,而目前服装情感描述大多是定性描述,对各类服装的情感描述词也未进行系统分析.建立服装情感空间是实现计算机对服装图像情感识别及量化评价的重要前提.通过对男西装情感描述词的筛选、投票、初步确定、相关性分析、因子分析等过程进行了研究,最后得出一个2维的男西装情感因子空间,这样每幅图像对应着该因子空间上的2维坐标值,使得在因子空间上定义男西装图像间的情感相似度和对男西装图像按情感相似性进行评估和索引成为可能,为下一步实现男西装图像情感的机器评估和图像情感语义识别、检索奠定了基础.该方法同样可以扩展到其他类别的服装.
Clothing style is complex and full of change, but the current description of clothing emotions is mostly qualitative characterization, and the words to express which have no systemic analysis until now. To establish the clothing semantic emotions space is the important prerequisite for computer recognition of clothing images from emotion mode and quantitative evaluation. The clothing emotions of men's suit are investigated from the choice of description words, voting on the web, initially selection, correlation analysis, and factor analysis, etc. A 2-D space is got for the emotional factors finally, so each image will possess a corresponded 2-D coordinates in the space, which can make it possible to define emotion similarity between images in the factor space, as well as to evaluate and index images of men's suit from the point of clothing emotion in the future. It is the basis to achieve machine evaluation, semantic identification and retrieval of image emotion for men's suit in the next work. The method can also be extended to other types of clothing.
出处
《东华大学学报(自然科学版)》
CAS
CSCD
北大核心
2012年第3期292-296,共5页
Journal of Donghua University(Natural Science)
基金
北京市自然科学基金资助项目(4102023)
服装材料研究开发与评价北京市重点实验室开放课题资助项目(2011ZK-03)
关键词
男西装
服装情感
情感因子空间
因子分析
men's suit
clothing emotion
emotion factor space
factor analysis