• Title/Summary/Keyword: skin disease and 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.

Effects of Dendrobii herba and Punica granatum Extract on the Anti-oxidant, Anti-inflammatory, Anti-wrinkle and Whitening (석곡(石斛), 석류(石榴)의 항산화, 항염증, 주름, 미백에 미치는 영향)

  • HwangBo, Min;Roh, Seok-Sun;Seo, Hyeong-Sik
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.23 no.3
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    • pp.11-32
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    • 2010
  • Objective : The aim of this study is to determine the effects of Dendrobii herba extract and Punica granatum extract on skin disease and skin beauty. Methods : To investigate in vitro anti-oxidant activity assay, ethanol extracts of medicinal plants tested by DPPH radical, xanthine oxidase activity. In the next experiment, to investigate anti-inflammatory activity assay, examined by relations in NO synthesis, IL-$1{\beta}$, IL-6, TNF-${\alpha}$, NF-${\kappa}B$, COX-2, MAP kinase. To study Skin wrinkle formation effect, we were examined by tyrosinase activities, melanin synthesis in MNT-1 cell. Results : 1. In an anti-oxidant test, Dendrobii and Punica granatum extract showed high radical scavenging activity. 2. In an anti-inflammatory test, Dendrobii herba and Punica granatum extract weakly inhibited the lipopolysaccharide(LPS)-induced nitric oxide(NO) release from RAW 246.7 macrophage cells. Dendrobii herba and Punica granatum extract also inhibited LPS-induced IL-$1{\beta}$ and COX-2 expressions. The inhibitory effect of Dendrobii herba and Punica granatum extract on macrophage activation were via the inhibition of NF-${\kappa}B$, evidenced by transient transfection assay. however, Dendrobii herba and Punica granatum extract did not have any effects about activation of Jun-N-terminal kinase(JNK) and inhibition of p38 MAP kinase in RAW 264.7 cells. 3. In the skin wrinkle formation assay, Dendrobii herba and Punica granatum extract weakly inhibited collagenase and elastase, however it was not statistically significant. 4. In the skin whitening assay, Dendrobii herba and Punica granatum extract weakly inhibited tyrosinase activity, however, it was not statistically significant. They did not have any effect on melanin synthesis, indicating that they could not be applicable for skin whitening. Conclusion : Dendrobii herba extract and Punica granatum extract may play a significant role in skin disease and skin beauty.

Effects of Aloe and Violae herba Extract on the Anti-oxidant, Anti-inflammatory, Anti-wrinkle and Whitening (노회(蘆薈)(알로에), 자화지정(紫花地丁)의 항산화, 항염증, 주름, 미백에 미치는 영향)

  • Kim, Chang-Hun;Jung, Hyeon-A;Roh, Seok-Sun;Hong, Seok-Hoon
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.23 no.1
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    • pp.23-43
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    • 2010
  • Objective : This study was performed to assess the effects of Aloe and Violae herba extracts on skin disease and skin beauty. Methods : Anti-oxidant effects were measured by the scavenging for DPPH radical, xanthine oxidase activity. Anti-inflammatory effects were examined by relations in NO synthesis, IL-$1{\beta}$, IL-6, TNF-$\alpha$, NF-kB, COX-2, MAP kinase. The skin wrinkle formation effects were measured by collagenase and elastase activities. The whitening effects were examined by tyrosinase activities, melanin synthesis in MNT-1 cell. Results : 1. In an anti-oxidant test, Aloe and Violae herba extracts showed high radical scavenging activity. 2. In an anti-inflammatory test, Aloe and Violae herba extracts strongly inhibited the lipopolysaccharide(LPS)-induced nitric oxide(NO) release from the RAW 246.7 macrophage cells. Aloe and Violae herba extracts also inhibited the LPS-induced IL-$1{\beta}$ and COX-2 expressions. The inhibitory effects of Aloe and Violae herba extracts on macrophage activation were via the inhibition of NF-kB, evidenced by transient transfection assay. Furthermore, Aloe and Violae herba extracts weakly inhibited the activation of Jun-N-terminal kinase(JNK) but they did not have any effects on p38 MAP kinase in RAW 264.7 cells. 3. In the skin wrinkle formation assay, Aloe extract strongly inhibited collagenase and elastase, whose activity are tightly related with the wrinkle formation. 4. In the skin whitening assay, Aloe and Viloae herba extracts weakly inhibited tyrosinase activity, however, it was not statistically significant. Besides they did not have any effects on melanin synthesis, indicating that they could not be applicable for skin whitening. Conclusion : This study show that Aloe and Violae herba extracts may play a significant role in skin disease and skin beauty.

Effectiveness for Beauty Improvement of Geranium essential oil on Skin Troubles by Surfactant (계면활성제에 의해 손상된 피부의 Geranium essential oil 미용증진 효과)

  • Choi, Jeung-Suk
    • Journal of the Korean Society of Fashion and Beauty
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    • v.2 no.2 s.2
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    • pp.101-106
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    • 2004
  • Allergic contact dermatitis is a common skin disease resulting from specific immunologic sensitization to topically applied various allergen. The Purpose of this study was to investigate skin morphologic cahnges by light microscopic and scanning electron Microscope, changes of protein band by SDS-PAGE(SDS-polyacrylamide gel electrophoresis) in the skin effectiveness for beruty improvement of Geranium essential oil on skin troubles by surfactant. The results of the study are as follows, 1. From the observed result of FE-Scanning Electron Microscope, groups treated by Geranium essential oil in group treated Geranium essential oil during 1 week in surfactant treated group during 1 week, the group was repaired in irregularity surface of tissue by alleviate-keratinization of Geranium essential oil. 2. As a result of protein analysis the group treated on surfactant was rised protein upper range of 97,0004a11on by hyper-keratinization and group treated during 1 week by surfactant was decreased protein below range of 43,000dalton.

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A Study on Facial Skin Disease Recognition Using Multi-Label Classification (다중 레이블 분류를 활용한 안면 피부 질환 인식에 관한 연구)

  • Lim, Chae Hyun;Son, Min Ji;Kim, Myung Ho
    • KIPS Transactions on Software and Data Engineering
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    • v.10 no.12
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    • pp.555-560
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    • 2021
  • Recently, as people's interest in facial skin beauty has increased, research on skin disease recognition for facial skin beauty is being conducted by using deep learning. These studies recognized a variety of skin diseases, including acne. Existing studies can recognize only the single skin diseases, but skin diseases that occur on the face can enact in a more diverse and complex manner. Therefore, in this paper, complex skin diseases such as acne, blackheads, freckles, age spots, normal skin, and whiteheads are identified using the Inception-ResNet V2 deep learning mode with multi-label classification. The accuracy was 98.8%, hamming loss was 0.003, and precision, recall, F1-Score achieved 96.6% or more for each single class.

A Study on Theoretical Background Relationship of Blood Vessel Pressure Massage and Skin and Management Method of Blood Vessel Pressure Massage for Skin Care (피부미용과 관련된 한방미용경락의 이론적 배정 연구)

  • Choi, Jong-Mi;La, Young-Sun
    • Journal of the Korean Society of Fashion and Beauty
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    • v.2 no.1 s.1
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    • pp.5-13
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    • 2004
  • This study was analyzed on relationship of blood vessel pressure massage and skin and management method on blood vessel pressure for skin care with Yin-yang 5 factors theory, Yin-yang 5 factors theory of blood vessel pressure massage with related Korean medicine is essential for descriptions of the physiology of human body and disease. Six elements(wind, heat, fire, dryness, wetness, and cold) and seven emotions(anger, happiness, thought, worry, sadness, surprise, and fear) effected on skin care and the five viscera and the six stomach. Blood vessel pressure massage related with skin consists of the five viscera and the six stomach and is improved blood circulation and is retarded aging of skin by controls of hormone and free nerve system. Blood vessel pressure massage for skin care improved in the intestine system and blood circulation and got healthy. The blood vessel pressure massage treatment of beauty art can aid the function of bio-rhythm of a human body and make our body health by healing the problems of the five viscera organs and the six stomach. It also help circulate of the blood flow and vigor. The study expects the related researches to improve the various treatments through this treatment. The researcher encountered many problems with the lack of concerned materials and former studies but expects this study to be a study to retard aging the skin and prevent the diseases through the study of the blood vessel pressure massage.

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A study on 'Keo-Bu-Saeng-Gi' (거부생기(去腐生肌)에 대한 고찰(考察))

  • Seong, Eun-Jin;Kim, Hwan-Yeong;Choi, Byeong-Seon;Lee, Ho-Seop;Yu, Hyeon-Ju;Park, Seon-Gyu;Choe, Jae-Hwan;Lee, Yun-Gyeong;Jo, Eun-Hee;Park, Min-Cheol
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.22 no.3
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    • pp.122-131
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    • 2009
  • Background and Objective : Keo-Bu-Saeng-Gi(去腐生肌) is the word meaning wound healing process of the skin disease. This study introduces the theory of Keo-Bu-Saeng-Gi that can be used for not only skin disease but also for rejuvenation, beauty care. Methods : We searched oriental literatures and reports related with Keo-Bu-Saeng-Gi(去腐生肌). Result and Conclusions : Many oriental literatures refered to Keo-Bu-Saeng-Gi(去腐生肌) as a wound healing mechanism of the skin disease. Wound healing is very important for skin disease and rejuvenation. We can use this theory of Keo-Bu-Saeng-Gi(去腐生肌) for skin care.

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The mutation research which with problem of the Spleen and the Stomach appears in skin care ("내경(內經)" 중심으로 경락(經絡)과 피부(皮膚)에 관한 연구(硏究))

  • Kim, Myung-Ju;Jeon, Hyun-Jeong
    • Journal of the Korean Institute of Oriental Medical Informatics
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    • v.14 no.2
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    • pp.11-20
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    • 2008
  • This thesis' "Hwang Jae Nai Kyung(黃帝內經)", it is one among Uihak5kyung(醫學五經), is originally total of 18 volumes, the first half of 9 volumes are Somun(素問) and the latter half of the others are Youngchu(靈樞). Also, it is best of old book and literature integrating process of Chinese's medicine. Somun(素問) is comprehensive and extensive principles from fundamental problem of medical science related etiology, pathology, physiology to such parts of preventive medicine as regimen, recuperation. Moreover, therapeutic part of diagnosis and remedy, practice of acupuncture and moxibustion is recorded to Youngchu(靈樞). In the "Hwang Jae Nai Kyung(黃帝內經)", basic system takes precautions and medical cure for disease by approaching not method analyzing body but fundamentals of oriental medicine observed as organizing relation. For the purpose of mixing up beauty based on Buddhism of books, we shall pursuit notion of beauty treatment to method improving health because period flowing is changed to real well-being culture chasing outside beauty and healthy life. Then, to come close for part of oriental medicine and cosmetology, we shall present method of meridian pathways and understand device for cosmetic improvement by analyzing relation to 12 of pathways, the five viscera and the six entrails & skin.

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The Association between Skin Type and Skin Care Behavior and Stress Perception during COVID-19 Pandemic

  • Tae-Oim KIM;Ki-Han KWON
    • The Journal of Industrial Distribution & Business
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    • v.14 no.4
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    • pp.33-46
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    • 2023
  • Purpose: During the coronavirus disease-19 (COVID-19) outbreak, mask-wearing is required to protect against and limit the spread of infection, but it can directly affect skin problems. Change in skin condition might be related to mental health. This study explored the association between skin conditions and behavior of skin cares and stress levels during the Covid-19pandemics. Research design, data and methodology: A survey was conducted on 516 adults who were aware of damaged skin due to continuous wearing of masks for a long time during the COVID-19 Pandemic. The study included 164 men and 352 women in the Republic of Korea. Results: Skin conditions and behavior of skin cares associated with stress perceptions. A multiple linear regression model was used adjusting for potential confounder. Conclusion: Since management so far in the COVID-19 Pandemic can cause skin concerns and change the original skin type, it is necessary to redefine and improve the use of skin care, face-washing methods, and functional cosmetics. People with high and low interest in skin type recognition and management were evenly identified, and it was confirmed that stress awareness decreases as awareness of skin care attitude increases.

Influence of Acne Skin on Teenager's Stress, Depression, and Self-esteem - Focusing on middle school students - (여드름 피부가 청소년의 스트레스, 우울증, 자아존중감에 미치는 영향 - 중학생 중심으로 -)

  • Shin, Dong-Hwa;Kim, Shin-Hee
    • Journal of Convergence for Information Technology
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    • v.9 no.10
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    • pp.264-271
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    • 2019
  • Currently, teenagers value the beauty of appearance due to the proximity of the media. Therefore, acne on the skin is not a serious disease, but if it is managed incorrectly, it will leave scars and marks on the face, which leads to students' depression, stress and loss of confidence. Therefore, this study analyzed how acne skin afects adolescent's stress, depression and self-esteem and recognized that acne is not a simple skin disease but is closely related to mental health. And three hypotheses were established to be more effective in managing acne skin and to be used as basic data for skin care. As a result, it was found that acne development of junior high school students had an actual effect on stress and depression. Acne skin care is considered to be necessary for mental health, not superficial management.