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日用化学工业 ›› 2021, Vol. 51 ›› Issue (10): 997-1002.doi: 10.3969/j.issn.1001-1803.2021.10.011

• 专论与综述 • 上一篇    下一篇

皮肤信息化的应用研究现状与展望

张慧妍1,2,4,*(),崔雪莹1,王小艺1,2,4,孟宏3,许继平1,2,4   

  1. 1. 北京工商大学 人工智能学院,北京 100048
    2. 北京工商大学 智慧环保北京重点实验室,北京 100048
    3. 北京工商大学 中国轻工业化妆品重点实验室,北京 100048
    4. 北京工商大学 中国轻工业工业互联网与大数据重点实验室,北京 100048
  • 收稿日期:2021-02-02 修回日期:2021-09-27 出版日期:2021-10-22 发布日期:2021-10-21
  • 通讯作者: 张慧妍
  • 基金资助:
    北京工商大学科研平台建设项目(19005902008);北京优秀人才培养资助青年拔尖团队项目(2018000026833Td01)

Current situation and prospect of skin informatization

Zhang Huiyan1,2,4,*(),Cui Xueying1,Wang Xiaoyi1,2,4,Meng Hong3,Xu Jiping1,2,4   

  1. 1. School of Artificial Intelligence, Beijing Technology and Business University, Beijing 100048, China
    2. Beijing Key Laboratory of Smart Environmental Protection, Beijing Technology and Business University, Beijing 100048, China
    3. Key Laboratory of Cosmetic, China National Light Industry, Beijing Technology and Business University, Beijing 100048, China
    4. Key Laboratory of Industrial Internet and Big Data,China National Light Industry, Beijing Technology and Business University, Beijing 100048, China
  • Received:2021-02-02 Revised:2021-09-27 Online:2021-10-22 Published:2021-10-21
  • Contact: Huiyan Zhang

摘要:

皮肤作为一道屏障,美观与保护意义重大。从信息化角度出发,对皮肤指标与状态相关性,皮肤状态评价、皮肤指标预测、皮肤养护用化妆品决策等几个方面进行了应用研究现状综述。总结了目前采用的相关性、评价、预测及决策方法的特点和适用性,并对皮肤指标与人体健康、所关注皮肤领域问题间的相关性,皮肤检测分析系统研发等方向进行了展望。指出随着信息化技术的发展,图像、数据、专家经验等相对以往更容易获取、存储,使得采用信息化技术客观、系统地进行皮肤指标、状态的综合评价、预测、决策等研究成为可能。皮肤研究具有一定的复杂性,后续可融合机器学习等方法横向挖掘指标与问题间的非线性相关性,纵向提炼指标随时间的演化规律,在此基础上进行专家与消费者、检测数据协同的智能决策以科学选取化妆品实现对皮肤性能的改善。最后,指出利用方便采集的图像并结合云端服务器,研发高效、快速、具有自主知识产权的皮肤检测分析系统将是皮肤化妆品领域研究的一个重要方向。

关键词: 皮肤, 相关性, 评价, 预测, 决策, 图像, 皮肤检测分析系统

Abstract:

Skin as a barrier, is of great significance for the beauty and protection of human. A review of the research and application on the information in skin research was presented. It presents the correlation between skin index and body state, evaluation, prediction and decision making methods of cosmetics for the skin care to assist skin diagnosis and treatment system development and so on. The further research contents are also prospected, which include the characteristics of various skin evaluation methods, prediction and decision-making algorithms. And the correlation study of skin indexes with the human health and skin areas of concern is an important basis of the research and development of skin detection and analysis system, which highlight the role of informatization in helping the development of application fields. With the development of information, image, data and expert experiences are easier to obtain, analysis and store in computer than before, which makes it possible for the information technology to carry out the comprehensive evaluation, prediction and decision-making of skin index and state objectively and systematically. Skin research is complex, which could be influenced by many factors such as climate, region, sleeping and so on. In the future, skin informatization would integrate machine learning to mine the nonlinear correlation between research problems and indexes horizontally, extract the time evolution rules of index vertically, and make intelligent decision-making by experts and consumers cooperating. Data and image information will improve the study performance of the skin deeply and widely.

Key words: skin, correlation, evaluation, prediction, decision making, image, skin detection and analysis system

中图分类号: 

  • TQ658