China Surfactant Detergent & Cosmetics ›› 2025, Vol. 55 ›› Issue (10): 1299-1305.doi: 10.3969/j.issn.2097-2806.2025.10.010
• Development and application • Previous Articles Next Articles
Qitian Fu1,Ying Wei2,Xiaochun Lin2,Ying Ye2,Liqun Guo2,Yao Pan1,*(
)
Received:2024-10-25
Revised:2025-09-29
Online:2025-10-22
Published:2025-12-03
Contact:
Yao Pan
E-mail:panyao@btbu.edu.cn
CLC Number:
Qitian Fu,Ying Wei,Xiaochun Lin,Ying Ye,Liqun Guo,Yao Pan. Multi-dimensional comprehensive assessment of apparent pore state: establishing a hierarchical system based on exploratory factor analysis[J].China Surfactant Detergent & Cosmetics, 2025, 55(10): 1299-1305.
Tab. 3
Factors explain the results of the total variance of the original variables"
| 成分 | 初始特征值 | 提取载荷平方和 | 旋转载荷平方和 | ||||||
|---|---|---|---|---|---|---|---|---|---|
| 总计 | 方差百分比/% | 累积/% | 总计 | 方差百分比/% | 累积/% | 总计 | 方差百分比/% | 累积/% | |
| 1 | 3.760 | 46.995 | 46.995 | 3.760 | 46.995 | 46.995 | 3.759 | 46.990 | 46.990 |
| 2 | 2.040 | 25.499 | 72.493 | 2.040 | 25.499 | 72.493 | 2.040 | 25.501 | 72.490 |
| 3 | 1.081 | 13.517 | 86.010 | 1.081 | 13.517 | 86.010 | 1.082 | 13.520 | 86.010 |
| 4 | 0.634 | 7.927 | 93.937 | ||||||
| 5 | 0.260 | 3.246 | 97.183 | ||||||
| 6 | 0.205 | 2.558 | 99.741 | ||||||
| 7 | 2.10×10-2 | 0.259 | 100.000 | ||||||
| 8 | 9.51×10-6 | 0.000 | 100.000 | ||||||
| [1] | 王青, 周成霞, 孟慧敏, 等. 面部毛孔标准照片评价及毛孔粗大影响因素分析[J]. 四川大学学报(医学版), 2010, 41 (5) : 865-868. |
| [2] | 冯相辉. 人脸图像中毛孔的检测及定量评价研究[D]. 重庆: 重庆邮电大学, 2019. |
| [3] |
Jang S I, Kim E J, Lee H K. A method of evaluating facial pores using optical 2D images and analysis of age-dependent changes in facial pores in Koreans[J]. Skin Research and Technology, 2018, 24 (2) : 304-308.
doi: 10.1111/srt.12430 pmid: 29383766 |
| [4] | 浙江省健康产品化妆品行业协会. T/ZHCA 023-2023面部毛孔紧致类化妆品功效评价方法[S]. 北京: 中国标准出版社, 2023. |
| [5] | Sun J Y, Kim S W, Lee S H, et al. Automatic facial pore analysis system using multi-scale pore detection[J]. Skin Research & Technology, 2017, 23 (3) : 354-362. |
| [6] | Bae J, Jeon J, Lee J, et al. Skin condition estimation using mobile handheld camera[J]. Etri Journal, 2016, 38 (4) : 776-786. |
| [7] | Kim B Y, Choi J W, Park K C, et al. Sebum, acne, skin elasticity, and gender difference-which is the major influencing factor for facial pores?[J]. Skin Research & Technology, 2013, 19 (1) : 45-53. |
| [8] | Kim S J, Shin M K, Back J H, et al. Pore volume is most highly correlated with the visual assessment of skin pores[J]. Skin Research & Technology, 2014, 20 (4) : 429-434. |
| [9] | Messaraa C, Metois A, Walsh M, et al. Antera 3D capabilities for pore measurements[J]. Skin Research & Technology, 2018, 24 (4) : 606-613. |
| [10] | 于文心, 徐慧, 马刚, 等. 毛孔粗大的病因及治疗[J]. 中国激光医学杂志, 2016, 25 (6) : 368-373. |
| [11] |
Roh M, Han M, Kim D, et al. Sebum output as a factor contributing to the size of facial pores[J]. British Journal of Dermatology, 2006, 155 (5) : 890-894.
doi: 10.1111/j.1365-2133.2006.07465.x pmid: 17034515 |
| [12] | 毛爱迪, 尹锐. 毛孔粗大的治疗研究进展[J]. 中国美容医学, 2021, 30 (5) : 173-177. |
| [13] | 黄冰婷, 马琳, 孙丽丽, 等. 探索图像分析中适用于评估皮肤毛孔的指标[J]. 日用化学品科学, 2024, 47 (5) : 30-34. |
| [14] | Sugata K, Nishijima T, Kitahara T, et al. Confocal laser microscopic imaging of conspicuous facial pores in vivo: relation between the appearance and the internal structure of skin[J]. Skin Research & Technology, 2008, 14 (2) : 208-212. |
| [15] | 门月华, 臧琳, 吴雯婷, 等. 皮肤镜毛孔检测方法在2 940 nm铒像素激光治疗毛孔粗大疗效观察中的应用[J]. 中华皮肤科杂志, 2019, 52 (2) : 111-114. |
| [16] |
Masaki H, Mizutani T, Ogawa N, et al. Carbonylated proteins contribute to the darkness around facial pores[J]. Journal of Dermatological Science, 2018, 89 (3) : 299-301.
doi: S0923-1811(17)30987-8 pmid: 29217298 |
| [17] | 白晓云, 符移才, 马艳凤, 等. 一款男士控油洁面泥的功效研究[C]// 第十届中国化妆品学术研讨会. 浙江: 杭州, 2014: 5. |
| [18] |
Dissanayake B, Miyamoto K, Purwar A, et al. New image analysis tool for facial pore characterization and assessment[J]. Skin Research and Technology, 2019, 25 (5) : 631-638.
doi: 10.1111/srt.12696 pmid: 30865350 |
| [19] | 孙振球. 医学统计学[M]. 人民卫生出版社, 2010. |
| [20] | 柳伟伟, 胡良平. 主成分分析与探索性因子分析的SAS软件实现[J]. 中西医结合学报, 2010, 8 (6) : 589-593. |
| [21] | Han Y, Li C, Wang R, et al. A new Chinese crow’s feet grading scale based on the DermaTOP system[J]. Scientific Reports, 2023, 13 (1) : 18903. |
| [22] | 岑晓娟, 王颖, 周荷益, 等. 口红持久度评价体系的建立[J]. 日用化学工业, 2021, 51 (8) : 748-753. |
| [23] | 王慧, 简绍勇, 李娟, 等. 三种统计分析方法在数学建模中的应用浅谈[J]. 科学咨询, 2020 (42) : 95-96. |
| [24] |
Lu F, Xue L, Hu Y. Robust estimation for the correlation matrix of multivariate longitudinal data[J]. Journal of Statistical Computation and Simulation, 2020, 90 (13) : 2473-2496.
doi: 10.1080/00949655.2020.1780234 |
| [25] | Chen X Y, Hu X Q, Wu Y X. Application of principal component analysis method in the performance evaluation of core courses of biotechnology[J]. Journal of Anhui Agricultural Sciences, 2020, 48 (16) : 262-264. |
| [26] |
Landis J R, Koch G G. The measurement of observer agreement for categorical data[J]. Biometrics, 1977, 33 (1) : 159-174.
pmid: 843571 |
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