• 제목/요약/키워드: 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
    • 한국컴퓨터정보학회논문지
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    • 제25권12호
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    • pp.25-34
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    • 2020
  • 본 논문에서는 딥러닝 지도학습 알고리즘을 사용한 학습 모델을 대상으로 미용 관련 피부질환 인식의 효과성을 실험적으로 비교한다. 최근 딥러닝 기술을 산업, 교육, 의료 등 다양한 분야에 적용하고 있으며, 의료 분야에서는 중요 피부질환 중 하나인 피부암 식별의 수준을 전문가 수준으로 높인 성과를 보이고 있다. 그러나 아직 피부미용과 관련된 질환에 적용한 사례가 다양하지 못하다. 따라서 딥러닝 기반 이미지 분류에 활용도가 높은 CNN 알고리즘을 비롯하여 ResNet, SE-ResNet을 적용하여 실험적으로 정확도를 비교함으로써 미용 관련 피부질환을 판단하는 효과성을 평가한다. 각 알고리즘을 적용한 학습 모델을 실험한 결과에서 CNN의 경우 평균 71.5%, ResNet은 평균 90.6%, SE-ResNet은 평균 95.3%의 정확도를 보였다. 특히 학습 깊이를 다르게하여 비교한 결과 50개의 계층 구조를 갖는 SE-ResNet-50 모델이 평균 96.2%의 정확도로 미용 관련 피부질환 식별을 위해 가장 효과적인 결과를 보였다. 본 논문의 목적은 피부 미용과 관련된 질환의 판별을 고려하여 효과적인 딥러닝 알고리즘의 학습과 방법을 연구하기 위한 것으로 이를 통해 미용 관련 피부질환 개선을 위한 서비스 개발로 확장할 수 있을 것이다.

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

  • 황보민;노석선;서형식
    • 한방안이비인후피부과학회지
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    • 제23권3호
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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.

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

  • 김창훈;정현아;노석선;홍석훈
    • 한방안이비인후피부과학회지
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    • 제23권1호
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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.

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

  • 최정숙
    • 한국패션뷰티학회지
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    • 제2권2호
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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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다중 레이블 분류를 활용한 안면 피부 질환 인식에 관한 연구 (A Study on Facial Skin Disease Recognition Using Multi-Label Classification)

  • 임채현;손민지;김명호
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제10권12호
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    • pp.555-560
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    • 2021
  • 최근 안면 피부 미용에 대한 사람들의 관심이 높아짐에 따라 딥 러닝을 활용한 안면 피부 미용을 위한 피부 질환 인식 연구가 진행되고 있다. 이러한 연구들은 여드름을 비롯한 다양한 피부 질환을 인식한다. 기존의 연구들은 단일 피부 질환만을 인식하지만, 안면에 발생하는 피부 질환은 더 다양하고 복합적으로 발생할 수 있다. 따라서 본 논문에서는 Inception-ResNet V2 모델을 활용하여 다중 레이블 분류 방법으로 여드름, 블랙헤드, 주근깨, 검버섯, 일반 피부, 화이트헤드에 관한 복합적인 피부 질환을 인식한다. 사용한 평가 지표 중 정확도는 98.8%, 해밍 손실은 0.003을 달성하였고, 단일 클래스별 정밀도, 재현율, F1-점수는 모두 96.6% 이상을 달성하였다.

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

  • 최정미;나영순
    • 한국패션뷰티학회지
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    • 제2권1호
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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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거부생기(去腐生肌)에 대한 고찰(考察) (A study on 'Keo-Bu-Saeng-Gi')

  • 성은진;김환영;최병선;이호섭;유현주;박선규;최재환;이윤경;조은희;박민철
    • 한방안이비인후피부과학회지
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    • 제22권3호
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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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"내경(內經)" 중심으로 경락(經絡)과 피부(皮膚)에 관한 연구(硏究) (The mutation research which with problem of the Spleen and the Stomach appears in skin care)

  • 김명주;전현정
    • 대한한의정보학회지
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    • 제14권2호
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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
    • 산경연구논집
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    • 제14권4호
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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.

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

  • 신동화;김신희
    • 융합정보논문지
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    • 제9권10호
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    • pp.264-271
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    • 2019
  • 현재 청소년들은 대중매체의 근접성에 의한 외모적 아름다움을 중요시 하고 있다. 따라서 피부에 발생하는 여드름은 중증의 질병은 아니지만 잘못 관리하면 안면부에 흉터와 자국을 남기게 되고 이는 학생들의 자신감을 상실시키고 우울증과 스트레스를 동반한다. 이에 본 연구에서는 여드름 피부가 청소년의 스트레스, 우울증, 자아존중감에 어떠한 영향을 미치는 가를 분석하여 여드름을 단순한 피부질환의 하나로 생각할 것이 아니라 정신건강에도 밀접한 관계가 있음을 인지하고 여드름 피부를 관리하는데 좀 더 효과적이며 피부를 관리하는 기초자료로 활용하고자 3가지 가설을 수립하였다. 그 결과 중학생의 여드름 발생이 스트레스와 우울증에 정(+)의 영향을 미치는 것으로 나타나 여드름 피부관리는 표면적 관리가 아닌 정신건강에 필요한 관리로 사료된다.