• Title/Summary/Keyword: Skin analysis

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Skin Pigment Recognition using Projective Hemoglobin- Melanin Coordinate Measurements

  • Yang, Liu;Lee, Suk-Hwan;Kwon, Seong-Geun;Song, Ha-Joo;Kwon, Ki-Ryong
    • Journal of Electrical Engineering and Technology
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    • 제11권6호
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    • pp.1825-1838
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    • 2016
  • The detection of skin pigment is crucial in the diagnosis of skin diseases and in the evaluation of medical cosmetics and hairdressing. Accuracy in the detection is a basis for the prompt cure of skin diseases. This study presents a method to recognize and measure human skin pigment using Hemoglobin-Melanin (HM) coordinate. The proposed method extracts the skin area through a Gaussian skin-color model estimated from statistical analysis and decomposes the skin area into two pigments of hemoglobin and melanin using an Independent Component Analysis (ICA) algorithm. Then, we divide the two-dimensional (2D) HM coordinate into rectangular bins and compute the location histograms of hemoglobin and melanin for all the bins. We label the skin pigment of hemoglobin, melanin, and normal skin on all bins according to the Bayesian classifier. These bin-based HM projective histograms can quantify the skin pigment and compute the standard deviation on the total quantification of skin pigments surrounding normal skin. We tested our scheme using images taken under different illumination conditions. Several cosmetic coverings were used to test the performance of the proposed method. The experimental results show that the proposed method can detect skin pigments with more accuracy and evaluate cosmetic covering effects more effectively than conventional methods.

A Study on Intelligent Skin Image Identification From Social media big data

  • Kim, Hyung-Hoon;Cho, Jeong-Ran
    • 한국컴퓨터정보학회논문지
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    • 제27권9호
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    • pp.191-203
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    • 2022
  • 화장품 및 뷰티산업에서 고객 맞춤형 제품과 서비스를 제공하는 것은 주요 기술 트렌드이고, 피부상태 진단과 관리는 중요한 필수기능이다. 고객의 요구 수준은 더욱더 높아지고 있으며 이에 대한 다양하고 섬세한 고민과 요구 사항이 소셜미디어 커뮤니티에서 활발하게 다루어지고 있다. 소셜미디어 상의 이미지는 매우 다양하고 비정형적이므로 피부상태 진단 및 관리에 필요한 체계적인 피부 이미지 식별을 위한 시스템이 필요하다. 본 논문에서는 소셜미디어 인스타그램에서 수집한 빅데이터로부터 피부 이미지 데이터를 지능적으로 식별하고, 피부상태 진단 및 관리를 위한 정형화된 피부 샘플 데이터를 추출하는 시스템을 개발하였다. 본 논문에서 제안한 시스템은 빅데이터수집분석단계, 피부이미지분석단계, 훈련데이터준비단계, 인공신경망훈련단계, 피부이미지식별단계로 구성된다. 빅데이터수집분석단계에서는 인스타그램으로부터 빅데이터를 수집하고 피부 상태 진단 및 관리를 위한 이미지 정보를 분석결과로 저장한다. 피부이미지분석단계에서는 전통적인 이미지 처리 기법을 사용하여 피부 이미지의 평가 및 분석 결과를 획득한다. 훈련데이터준비단계에서는 피부이미지 분석결과로부터 피부 샘플데이터를 추출하여 훈련데이터를 준비하였다. 그리고 인공신경망훈련단계에서는 이 훈련데이터를 사용하여 지능적으로 피부 이미지 유형을 예측하는 인공신경망 AnnSampleSkin을 단계별 고도화와 훈련을 통해 모델을 완성하였다. 피부이미지식별단계에서는 소셜미디어로부터 수집된 이미지에 대해 피부샘플을 추출하고, 훈련된 인공신경망 AnnSampleSkin의 이미지 유형 예측 결과들을 통합하여 최종 피부 이미지 유형을 지능적으로 식별한다. 본 논문에서 제안된 피부이미지식별 방법은 약 92% 이상의 높은 피부 이미지 식별 정확도를 나타내고 있고, 정형화된 피부 샘플 이미지 빅데이터를 제공할 수 있게 되었다. 추출된 피부샘플 세트는 피부 상태를 진단하고 관리하는데 매우 효율적이고 유용한 정형화된 피부 이미지 데이터로 사용될 것으로 기대된다.

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
    • 산경연구논집
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    • 제10권8호
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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.

건강한 성인에서 피부 산도와 영양소 섭취 및 식사패턴과의 상관성 연구 (A Study on the Relationship of Skin Surface pH with Nutrient Intake or Dietary Pattern in Healthy Adults)

  • 강혜진;김건표;조윤희
    • 한국식품영양학회지
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    • 제30권1호
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    • pp.9-18
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    • 2017
  • As an indicator of skin health, acidified skin surface pH ranging from 5 to 7 is crucial for maintaining skin barrier. In this study, we evaluated the relationship between skin pH and dietary pattern (DP) as well as nutrient or food intake in 48 healthy middle aged adults. Skin pH was measured in the skin surface of the inner arm, and blood lipid profile was analyzed. Dietary intake data were obtained using 1 day 24 hour recall method, and DP was extracted using factor analysis. Results revealed that skin pH ranged from 5.15 to 6.88 in all subjects. There was no significant difference in skin pH between males and females. When subjects were grouped by tertile of skin pH, the food intake of fruit, and the nutrient intake of omega 6 fatty acid, potassium, vitamin A, vitamin C, ${\beta}$-carotene, and riboflavin in the first tertile group with skin pH ranging from 5.15 to 5.68 were significantly higher than in the third tertile group with skin pH ranging from 6.26 to 6.88. There was no difference in blood lipid profile between the first and the third tertile group. Among 5 DP extracted by factor analysis, DP5 characterized by a high intake of nuts and fruits as well as a low intake of beverages and alcohol was inversely correlated with skin pH after adjusting for gender and age. DP5 was positively correlated with nutrient intake of carbohydrate, fiber, potassium, iron, vitamin A, vitamin C, ${\beta}$-carotene, thiamine, and riboflavin but negatively correlated with sodium after adjusting for gender, age, smoking, and energy intake. Therefore, acidified skin pH could be maintained by these DP and nutrients.

주름 개선을 위한 침 연구의 현황분석 (Recent Research Trends of Acupuncture for Wrinkle Treatment)

  • 정현석;김태준;박지연
    • Korean Journal of Acupuncture
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    • 제38권2호
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    • pp.62-74
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    • 2021
  • Objectives : The aim of this study is to analyze the effect of acupuncture and the details of acupuncture treatment methods on skin wrinkles. Methods : Search was conducted in Pubmed, KISS, and NDSL databases for acupuncture studies on skin wrinkles. The detailed therapeutic techniques of acupuncture used for skin wrinkles and the effect of acupuncture on skin wrinkle improvement were analyzed. Then, the study results using the same indicator were compared through meta-analysis in order to compare the effects of acupuncture with the control group. The quality of randomized controlled trials (RCTs) was assessed using the risk of bias (ROB) assessment tool (Ver. 1.0, Cochrane Collaboration). Results : A total of 10 RCTs and 19 case series were included in this study. The most frequently used therapeutic technique for skin wrinkle improvement was Microneedle therapy system (MTS, n=19), and they were mostly used with aesthetic solutions (13 out of 19 studies). Skin wrinkle related indexes were most commonly used to evaluate skin wrinkle improvement (n=14). Panax Ginseng pharmacopuncture showed the most remarkable effect in improving the range of skin wrinkles and the depth of skin wrinkles. MTS+epidermal growth factor improved the levels of skin hydration, skin elasticity, and variation of skin pigment the most. MTS+Endothelial precursor cell improved the number of skin melanin the most. Three RCTs included in the meta-analysis showed moderate ROB on average. Conclusions : Acupuncture treatment was effective in improving skin wrinkles. However, a precise study design using unified indicators and appropriate controls needs to be performed in further studies in order to establish more convincing evidence of the effectiveness of acupuncture for improving skin wrinkles.

Texture Based Automated Segmentation of Skin Lesions using Echo State Neural Networks

  • Khan, Z. Faizal;Ganapathi, Nalinipriya
    • Journal of Electrical Engineering and Technology
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    • 제12권1호
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    • pp.436-442
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    • 2017
  • A novel method of Skin lesion segmentation based on the combination of Texture and Neural Network is proposed in this paper. This paper combines the textures of different pixels in the skin images in order to increase the performance of lesion segmentation. For segmenting skin lesions, a two-step process is done. First, automatic border detection is performed to separate the lesion from the background skin. This begins by identifying the features that represent the lesion border clearly by the process of Texture analysis. In the second step, the obtained features are given as input towards the Recurrent Echo state neural networks in order to obtain the segmented skin lesion region. The proposed algorithm is trained and tested for 862 skin lesion images in order to evaluate the accuracy of segmentation. Overall accuracy of the proposed method is compared with existing algorithms. An average accuracy of 98.8% for segmenting skin lesion images has been obtained.

손등피부의 운동마찰계수 획득을 위한 컨트롤 요소 및 측정에 관한 연구 (A Study on Quality Control and Measurement for Acquisition of Dynamic Friction Coefficient on Back-hand Skin)

  • 이재훈;송한욱;박연규;김종열
    • 한국한의학연구원논문집
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    • 제14권3호
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    • pp.103-111
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    • 2008
  • Recently, skin diagnosis has been suggested as a promising tool for discrimination of Sasang Constitution, reported by examining the skin characteristics such as thickness, stiffness, slip, and skin textures like wrinkles and furrows. However, the works had a limitation in that clinical decision on the skin characteristics was made by relying upon oriental medicine doctors' subjective sense of touch. In order to objectify the skin diagnosis and claim its efficacy on the discrimination of the Sasang Constitutions, it is necessary to demonstrate its discrimination capability by providing numerical values in terms of physical quantities obtained from measurements using today's sensors and equipment technologies, which motivated this work as a priliminary step towards objectification of skin diagnosis. The skin characteristics focused in this work is the slip property of the back-hand skin that has been exploited using the dynamic friction measurement system. First, curved geometric effects of the back-hand skin on the measured lateral/vertical force signals were estimated using the artificially designed silicon coated structures, which led to a suggestion on a quality controlled experimental design based upon a empirical analysis model. Second, the experimental design thus suggested has been applied to the measurement of dynamic friction coefficients for two healthy male subjects of Taeumin (TE) and Soyangin (SY), respectively. The result shows that the dynamic friction coefficient is less for the SY subject than for the TE subject around the area of the skin used for diagnosis by the oriental medicine doctor, implying the TE subject's skin is more slippery than the SE subject's that is consistent with the oriental medicine doctor's diagnosis. Hopefully, this work can provide guidelines for obtaining quality data in friction measurement to be collected for discussion on the efficacy of the skin diagnosis and its objectification through statistical analysis.

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건강한 한국 성인 여성의 피부 상태와 사상체질과의 상관성에 관한 연구 (Correlation Between Korean Healthy Women's Skin Condition and Sasang Constitution)

  • 이수경;남경애;선보경;김상복;송일병
    • 대한한의학회지
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    • 제25권1호
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    • pp.161-171
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    • 2004
  • Objectives: Sasang Constitutional Medicine is popularly appliedto treatment in Korea. Constitution is a holistic concept contained internal and external characteristics, and physical traits including ordinary symptoms. Skin is one of constitutional property elements. So we researched a correlation female facial skin and sasang constitution. This is a basic study to find constitution can be a major factor to care and manage skin. Methods: We examined sasang constitution and facial skin condition of 100 healthy women who aged from 30 to 59. Hydration and sebum of facial skin was measured by skin diagnostic instrument and skin type was calculated from the data. Keratin, pore size, acne, and brightness of face was measured by skin magnifying lens and subjective skin troubles in ordinary times was also investigated. Constitution diagnosis and Skin diagnosis was investigated separately as a blind test andthe data was statistically analyzed with chi-square test, Correlation analysis, One-way analysis of variance. Results: 1. In sasang constitution, Taeeumingroup bad significant tendencies of larger hydration and sebum amount, combination degree of forehead and cheek was also higher than other constitutions(p<0.05). 2. Facial skin type was significantly different according to Sasang Constitution, Soeumin and Soyangin had a tendency of dry skin comparatively, but Taeeumin had mainly a tendency of combination skin and secondly dry skin(p<0.05). On the other hand, there was no correlation between age and skin type. 3. In subjective skin trouble, Soeumin group had less acne trouble than Soyangin and Taeeumin group(p<0.1). Pore size trouble was more frequent in Soyangin group than Soeumin group(p<0.05). Keratin trouble was more frequent in Soeumin group than Soyangin and Taeumin group(p<0.1). Conclusions: Korean healthy women's skin condition was different according to sasang constitution.

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여대생들의 피부유형에 따른 식이섭취 실태조사 및 혈장 생화학적 성분분석 (An Analysis of Dietary Intakes and Plasma Biochemical Indices in Female College Students by Skin Types)

  • 김정희;정원정
    • 대한지역사회영양학회지
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    • 제4권1호
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    • pp.20-29
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    • 1999
  • This study was done to investigate the nutrient intakes and plasma biochemcial indices in 68 female college students according to their skin types. Nutrient intakes were investigated by quick estimation. The plasma TG and total cholesterol levels were measured by the Spotchem sp-4410. The plasma levels of retinol and $\alpha$-tocopherol were measured by HPLC. In addition, the activities of antioxidant defense enzymes such as plasma glutathione peroxidase(GSH-Px) and glutathione reductase(GHS-Rd) were determined. All data were statistically analyzed by SAS PC package program. The results of this study were as follows : The average age, height, weight, BMI, systolic blood pressure and diastolic blood pressure ofthe subjects were $20.9{\pm}1.9yr, 160.7{\pm}4.3cm, 53.0{\pm}7.1kg, 20.5{\pm}2.4kg/m^2, 105.3{\pm}11.5mmHg and 70.6{\pm}7.7mmHg$, respectively. Ten students(14.7%) had normal skin type, 19 students(27.9%) had dry skin type, 11 students(16.2%) had oily skin type, 17 students(25.0%) had acne and 11 students(16.2%) had mixed skin type. The intakes of energy and fats in oily skin group were significantly higher(p<0.05) than those of the dry skin group, but vitamin C intake in the mixed skin group was significantly higher(p<0.05) than those of the dry skin group, but vitamin C intake in the mixed skin group was significantly lower(p<0.05) than that in other skin types. The intakes of other nutrients were not significantly different among skin types. The analysis of lipids showed that the plasma total-cholesterol level of mixed skin group was significantly lower(p<0.05) than that of the oily skin group, whereas other lipid levels were not significantly different. The other parameters such as retinol, $\alpha$-tocopherol, GSH-Px and GSH-Rd of plasma were not significantly different among skin types. Overall results indicate that dietary intake pattern may influence skin type and thereby some blood biochemical indices can be different by skin types.

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모녀간 피부 특성의 상관관계에 대한 연구 (A Study on The Correlation of Skin Character Between Mother and Daughter Pairs)

  • 조가영;김지연;염명훈;조준철;김종일;김윤범
    • 대한한방부인과학회지
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    • 제25권4호
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    • pp.46-55
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    • 2012
  • Objectives: It is well known that genetic factors and environmental factors play major role in aging skin. In general, son and daughter take after their parents in appearance. But comparability of skin properties in Korean family has not been well estimated. So we evaluated the correlation of skin properties in Korean mother-daughter pairs. Methods: 10 couples of mother and daughter pair(n=20) participate in this study. Mothers and daughters were aged $50.6{\pm}2.459$ and $23.8{\pm}2.15$ years, respectively. Skin moisture, sebum, skin color and elasticity is measured using non-invasive method : Corneometer CM825, Sebumeter(MPA580), Mexameter MX18, Cutometer MPA580. Statistical analysis program we used is Minitab 14 Korea. Results: The Skin moisture of mother group was significantly higher than daughter group. And skin elasticity(R2) of the daughter group was significantly higher than mother group. In the results of correlation analysis between mother and daughter pairs, skin elasticity(R2) had high positive correlation(r=0.729, p=0.026). But skin moisture, sebum, melanin index, erythema index and skin elasticity(R5) did not be confirmed a significant correlation. Conclusions: Skin elasticity(R2) is the only factor that showed high positive correlation significantly in mother and daughter pairs. Mother and daughter share the genetic factors and environmental factors that influence skin aging. So, mother's aging pattern will be a good guide for anti-aging of daughters.