• Title/Summary/Keyword: Skin beauty

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An Experimental Comparison of CNN-based Deep Learning Algorithms for Recognition of Beauty-related Skin Disease

  • Bae, Chang-Hui;Cho, Won-Young;Kim, Hyeong-Jun;Ha, Ok-Kyoon
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.12
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    • pp.25-34
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    • 2020
  • In this paper, we empirically compare the effectiveness of training models to recognize beauty-related skin disease using supervised deep learning algorithms. Recently, deep learning algorithms are being actively applied for various fields such as industry, education, and medical. For instance, in the medical field, the ability to diagnose cutaneous cancer using deep learning based artificial intelligence has improved to the experts level. However, there are still insufficient cases applied to disease related to skin beauty. This study experimentally compares the effectiveness of identifying beauty-related skin disease by applying deep learning algorithms, considering CNN, ResNet, and SE-ResNet. The experimental results using these training models show that the accuracy of CNN is 71.5% on average, ResNet is 90.6% on average, and SE-ResNet is 95.3% on average. In particular, the SE-ResNet-50 model, which is a SE-ResNet algorithm with 50 hierarchical structures, showed the most effective result for identifying beauty-related skin diseases with an average accuracy of 96.2%. The purpose of this paper is to study effective training and methods of deep learning algorithms in consideration of the identification for beauty-related skin disease. Thus, it will be able to contribute to the development of services used to treat and easy the skin disease.

Interests in Nutrition·Beauty·Body Shape of Pregnant and Lactating Women·Desires for "Inner Health, Outer Beauty" Functional Foods (임산부 및 수유부의 영양·미용·체형변화에 대한 관심도와 미용 보조 식품에 관한 연구)

  • Ryu, Se-Ja;Park, Mi-Seong;Park, Seung-Yong
    • Journal of Dairy Science and Biotechnology
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    • v.35 no.4
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    • pp.232-243
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    • 2017
  • Although several supplementary foods are available for pregnant and lactating women, there is a need for foods able to maintain a woman's beauty without any changes in body shape. In this study, four questionnaires about nutrition management, skin care, body shape, and the intent of purchasing beauty supplementary foods, were prepared for an online survey (http://pms8011.wixsite.com/project). A total of 95 answers from 293 women were classified into four groups, based on age, income, occupation, and skin type. The data were statistically analyzed using SPSS/WIN Program 22.0. The significances of the F-value analyzed by one-way ANOVA and the differences within the groups were verified by Scheffe's method. All groups were shown to have very high requirements for nutrition management and beauty standards. In the skin patterns, the groups of middle-aged women, house wife and the lower income showed high interests, with a high significance (P<0.01) in ages. With respect to body shape, significant interest was found within the groups of skin type (P<0.05) and age (P<0.001). With regard to supplementary foods, all groups showed a strong intention to purchase, but no significant differences were found. This study indicates the necessity to categorize supplementary foods by the intended target group, such as women planning to conceive, pregnant women, and lactating women.

A Study on Satisfaction with Cosmetics and Beauty Education Programs for Youth: Focusing on Gwangju Metropolitan City's "Safety Use Education for Youth Cosmetics" (청소년을 위한 화장품 및 미용 교육프로그램 만족도 연구 - 광주광역시 '청소년 화장품 안전사용교육'을 중심으로 -)

  • Oh, Seo Hyun
    • Fashion & Textile Research Journal
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    • v.26 no.1
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    • pp.99-109
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    • 2024
  • This study aimed to assess the satisfaction levels of adolescents with beauty programs, investigate the factors influencing them, and present foundational insights for designing cosmetics and beauty education initiatives tailored to adolescents. Specifically focusing on the "Safety and Use Education for Youth Cosmetics" program implemented in Gwangju Metropolitan City, it examined the satisfaction of participants, including students, instructors, and school teachers involved in the education. The study was based on action research, a qualitative methodology. The conclusions are as follows: First, participants gained knowledge and information encompassing various aspects of cosmetics, such as types, expiration dates and usage span, face wash and skin types, shampooing methods, scalp care, role and significance of sunscreen, skin trouble management, and identification of skin type, through cosmetic education programs. Second, participants learned about techniques such as eyebrow trimming, eyebrow shape correction, facial contour correction, skin blush supplementation, color makeup, personal color, and tattooing. Third, there is an urgent need to develop different educational teaching resources suitable for implementation across elementary, middle, and high schools. Fourth, it is necessary to cultivate higher-quality instructors in this digital age. Fifth, it is crucial to explore new methods of delivering beauty education to adolescents. We hope the insights gleaned from this study will serve as useful foundational data, albeit modest, fostering new beauty trends amidst the challenging landscape of youth education.

A study of Beauty Make-up Using Computer Graphics (뷰티 메이크업을 위한 컴퓨터 그래픽스 활용에 관한 연구)

  • Kwon, Hyun-Ah
    • Fashion & Textile Research Journal
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    • v.8 no.2
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    • pp.214-224
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    • 2006
  • Computer graphics mean a reproduction of various information through image processing or the technology that is widely thought in makeup areas also, recently. Especially, Adobe Illustrator, unlike Adobe Photoshop used in image editing and correction, is software suitable for image drawing and reproducing beauty makeup. Beauty makeup is a work adorning human body to fit to the aesthetic standard in that period, and is a plastic art expressing shapes, colors and textures using design elements. Adobe Illustrator is a 2D graphics designing images using shapes having plane colors. In this study I studied techniques reproducing each element of contours and colors of beauty makeup through Adobe Illustrator CS. In other words, I have prepared a reference data by studying techniques reproducing beauty makeup using Adobe Illustrator CS. In this study, though, I couldn't try various things, because I limited facial contour and skin color to only one kind. Therefore, I hope, in the future, others can expand the ethnics of using Adobe Illustrator in more enriched ways by working on various facial contours and skin colors.

Interests and Behaviors of Male Soldiers and Civilians in Their Early Twenties on Cosmetics and Aesthetics (20대 초반 남성군인과 민간인의 화장품과 피부미용에 대한 관심과 실천행위)

  • Jang, Seo Won;Han, Kyung Hee
    • The Korean Journal of Community Living Science
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    • v.25 no.2
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    • pp.193-205
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    • 2014
  • This study investigates soldiers' and civilians' interest in and behaviors toward cosmetics and skin beauty. Responses to a self-administered questionnaire were collected from 150 soldiers and 156 civilians residing in Chung-chung Province, Korea. The mean age of the respondents was $21.9{\pm}1.8$. More than 90% used skin toner and lotion products, and more than 50% used sunblocks and foam cleansers. Soldiers were more likely to use essence (p<.001) and after-shave (p<.01) products than civilians. In addition, soldiers were more likely to use carrier cosmetics than their counterparts (p<.001~p<.05). Soldiers were more likely to be concerned about their skin (p<.01) and unsatisfactory environments for skin care (p<.001), more likely to engage in skin care behaviors (p<.01), and less likely to have skin knowledge than civilians (p<.001). There was a negative relationship between skin knowledge and skin care behaviors (p<.01). The level of interest in appearance was correlated with that in skin (p<.001). The number of skin related concerns was positively correlated with unsatisfactory environments for skin care (p<.001). Concerns over appearance (p<.001), skin (p<.001), and unsatisfactory environments for skin care (p<.05) were positively correlated with skin care behaviors. The results suggest the necessity of providing a diverse and differentiated range of cosmetics to meet the needs of soldiers and men, particularly the former, according to the differences in their environments.

A Study on the Cosmetics Benefits Sought and Cosmetics Use

  • Lee, Ji-Young;Kim, Yong-Sook;Kwon, Tae-Shin
    • Proceedings of the Korea Society of Costume Conference
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    • 2003.10a
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    • pp.59-59
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    • 2003
  • Millions of people invest a lot of money and endeavours to improve their look, feel, and smell of their bodies. This quest for beauty has a long history, and cosmetics industries are expanding to fulfill these requests. Also, cosmetics industries are suffering severe competitions and try to segment cosmetics market to cope with the their customers' sensitive.

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Women's Skin Care Factors Affecting Korean Women's Skin and Beauty Industry Market

  • CHOI, Jong-Won;YOO, Ho-Gil;KWON, Young-Eun;KWON, Lee-Seung
    • The Journal of Industrial Distribution & Business
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    • v.10 no.8
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    • pp.25-32
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    • 2019
  • Purpose - This study aims to explore women's beauty industry market and growth development by identifying the main factors of women's perception of skin health care. Research design, data, and methodology - The survey was conducted on women aged 20 to 60 living in Seoul. For the statistical analysis, frequency analysis, t-test and one-way ANOVA were conducted, and significant differences in p<0.05 were tested through the multiple range test of the Scheffe. The factor analysis was conducted to verify the validity of questions, and the reliability was determined by the coefficient of Cronbach's α. Results - The lower the age, the higher the perception of the skin, and women pay a higher price for skin health as a provisional customer. 'Acne care' was the most common skin condition (32.8%), 'life style' (79.8%) was the most important part of skin care. Final education was the highest level of skin care for women with a professional background (M=3.41) (F=4.028, p<.05). Conclusions - The differences in the recognition of health knowledge by age, marital status, and household monthly income were significant, but there was no difference between jobs and final education. Customers who use less skin care than customers who frequently use the skin care center were more aware of skin health, and women who have a high awareness of skin are more interested in aging and regenerating due to the skin care.

A Study on the Analysis Method of Skin Condition through Visual Confirmation of Skin Surface (피부표면 육안확인을 통한 피부상태 분석법 고찰)

  • Kim, Eui-Hyang;Kim, Hyun-joo
    • Journal of Convergence for Information Technology
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    • v.11 no.5
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    • pp.267-275
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    • 2021
  • Skin condition is an important concern in beauty aspect. This study considered a rough skin condition analysis method that beauty industry workers can do through visual observation or skin condition images taken with smartphones. First, studies that combine subjective and objective evaluations were selected among degree papers and academic papers searched by keywords related to 'skin condition' in the Research Information Sharing Service(RISS). Among them, papers that derive correlations with visually verifiable factors were selected. Next, the relationship between factors that match subjective skin condition and objective skin measurement results and factors that can be visually identified on the skin surface was investigated. According to the study, the most suitable factor for matching subjective and objective evaluations was 'oil volume', which is significantly related to 'pore', 'skin texture' and 'erythema', which can be visually checked on the skin surface. It is believed that a rough skin condition analysis will be possible using this.

A Study on Skin Health Knowledge and Treatment -The case of female college students major and non-major in skin care- (피부건강에 대한 인식과 관리에 관한 연구 -피부미용 전공과 비전공 여대생을 중심으로-)

  • Choi, Sung-Im;Kwon, Young-Nang;Lee, Geai-Young
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.7
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    • pp.2886-2894
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    • 2012
  • This study is intended to research female university students' concern with beauty care, their skin condition, knowledge and treatment comparing the majors with the non-majors in Seoul. This comparative study between them focused on their educational and behavioral differences in beauty care in the same living space, and the results were as follows: The majors' average point on the concern with skin health care was higher than the non-majors(p<.01). There were more combination skin type in the major group, and more dry skin type in the non-major group. Also, there were meaningful differences among the two groups in frequency of double cleansing after makeup, exfoliating, massaging or applying mask packs, using sunscreen(p<.01, p<.001, p<.01, p<.01). Further, intake rates of instant food and moisture were meaningfully different between them(p<.001, p<.05). In addition, the majors more tended to purchase cosmetics efficiently through lots of channels, and showed more active attitude to buy high-price cosmetics with outstanding properties although they have financial burden(p<.001). It was hoped that the results of this study would be used in skin care industry and education area in the future.

The Influence of the Type of Single Females' Life Style in Their 20s through 30s on the Recognition of the Behavior for Beauty (20-30대 미혼여성의 라이프스타일 유형이 뷰티행동인식에 미치는 영향)

  • Hong, Soo-Nam
    • Journal of the Korea Fashion and Costume Design Association
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    • v.16 no.1
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    • pp.77-89
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    • 2014
  • This study looked into the effect of the life style of single females in 20s and 30s on beauty behavior recognition, and spss 17.0 is used for data analysis method. As for the statistical analysis method in order to validate the measurement tools, reliability verification is conducted and life style groups are sampled using K-means taking into account factor scores by life style. To find out the difference between general beauty behavior recognition and life style, descriptive statistics and One Way ANOVA were carried out, and Duncan Test was implemented for the post examination method. Multiple regression analysis was also carried out to figure out the effect of life style on beauty behavior recognition. The result is as follows. First, according to the results of reliability verification and factor analysis for the lifestyle type and the recognition of the behavior for beauty, the types of the life style of the subjects were divided into Economic Utility, Convention Conservatism, Self Development, Showy Consumption, and Appearance Oriented, and the recognition of the behavior for beauty was named as Makeup and Hair, Cosmetic Surgery, Body Care, and Skin Care. Second, as to the recognition of the behavior for beauty based upon the lifestyle, the Appearance Oriented in Showy Consumption recorded the highest. Third, the analysis of the influence of the style on the recognition of the behavior for beauty showed that the behavior recognition for Makeup and Hair and for Skin Care was affected by the life style of Self Development, Showy Consumption, and Appearance Oriented; the behavior recognition for Cosmetic Surgery was affected by the life style of Conventional Conservatism, Showy Consumption, and Appearance Oriented; and again the behavior recognition for Body Care was by that of Economical Utility and Showy Consumption.

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