• 한국정보통신학회논문지
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• 제19권2호
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• pp.428-434
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• 2015

본 논문에서는 미각영역별 색상분석에 의한 새로운 한의학적 설진 시스템을 제안한다. 시스템의 전체 구성은 혀 모양의 영상입력 탬플릿 범위 설정 및 영상획득, 미각영역별 분할, 분할된 영역에 대하여 H-S 히스토그램을 이용한 색상분석 및 이상 유무 판별, 모바일 앱과의 연동으로 구성된다. 혀 영역으로부터 짠맛, 신맛, 단맛, 쓴맛의 네 가지 영역으로 나누어 분할하고, RGB 컬러영상을 HSI 컬러영상으로 변환하였다. 색상분석은 HSI 모델을 이용하였는데, 주변 조도의 영향을 최소화하기 위하여 I(Intensity)값을 제외한 H(Hue)와 S(Saturation) 성분의 히스토그램을 이용하여 색상을 분석하였다. 분석된 결과를 이용하여 정상태 히스토그램의 범위를 기준으로 이상 유무를 판별한다. 마지막으로 제안한 알고리즘을 모바일 앱과 연동하여, 시간과 장소에 구애받지 않고 사용할 수 있는 설진 자가진단 시스템을 제안하였다.

• 한방재활의학과학회지
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• 제32권1호
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• pp.73-87
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• 2022

Objectives We aimed to characterize the results obtained from Korean medical examinations and questionnaires on the quality of sleep. Methods The quality of sleep was measured using the Pittsburgh sleep quality index in 400 subjects. Afterwards, heart rate variability (HRV) measurements were done, along with the analyses for tongue color, teeth marks, and tongue coating through the tongue diagnosis system. A questionnaire about body's heat, cold and sweating conditions, and the perceived stress scale (PSS) were performed. Finally, correlations between all these indicators and the sleep quality were analyzed. Results As the quality of sleep decreased, the sympathetic nervous system was stimulated. The subjects who had the blue-purple colored tongue experienced decreased quality of sleep. The quality of sleep was also deteriorated in the subjects who usually feel cold and hot easily, sweat a lot, and feel a lot of discomfort. According to the PSS questionnaire, the higher the stress level is, the lower was the quality of sleep. Conclusions We obtained meaningful results by comprehensively analyzing the sleep quality, HRV, tongue diagnosis, heat and cold conditions, sweating, and stress conditions. In particular, the sleep quality had a significant correlation with the rest of the indicators.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제13권2호
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• pp.945-961
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• 2019

Tongue diagnosis is one of the most important diagnostic methods in Traditional Chinese Medicine (TCM). Tongue image segmentation aims to extract the image object (i.e., tongue body), which plays a key role in the process of manufacturing an automated tongue diagnosis system. It is still challenging, because there exists the personal diversity in tongue appearances such as size, shape, and color. This paper proposes an innovative segmentation method that uses image thresholding, gray projection and active contour model (ACM). Specifically, an initial object region is first extracted by performing image thresholding in HSI (i.e., Hue Saturation Intensity) color space, and subsequent morphological operations. Then, a gray projection technique is used to determine the upper bound of the tongue body root for refining the initial object region. Finally, the contour of the refined object region is smoothed by ACM. Experimental results on a dataset composed of 100 color tongue images showed that the proposed method obtained more accurate segmentation results than other available state-of-the-art methods.

• 동의생리병리학회지
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• 제30권5호
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• pp.320-326
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• 2016

Tongue diagnosis is convenient and non-invasive method to examine the body's functional condition, and it has been frequently used in traditional Korean Medicine (KM). The aim of this study was to investigate the difference of the tongue color assessed by computerized tongue image analysis system (CTIS) between the common cold (CC) patients and healthy subjects. A total of 85 participants, including 45 CC patients without organic diseases and 40 healthy subjects, were asked to complete the CC symptom questionnaire. A tongue image was acquired by using CTIS. Color differences in Commission Internationale de l'Eclairage (CIE) L*, a* and b* between the CC patient group and the control group were analyzes by using paired t-test analysis. The variable CIE b* of the tongue body was significantly lower in CC than that in controls (P=0.019). The variable CIE L* of the tongue coating was significantly higher in CC than that in controls (P=0.032). In CC, the color of the tongue body seems to be changed to intense red color. The color of the tongue coating seems to be changed to thick fur. The present study demonstrated that the CTIS can be used as a diagnostic and monitoring tool for the objective and standardized evaluation of common cold in clinics.

• Advances in Traditional Medicine
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• 제6권2호
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• pp.112-120
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• 2006

The purpose of this study was to analyze whether quantitative evaluation of the color of the tongue substance using $L^*a^*b^*$ color coordinates system could minimize the problems arising from the different illuminating conditions or not. In controlled 4 different illuminating conditions (by natural light, flashlight, f-number, shutter speed),12 healthy subjects were photographed of their tongue substance through a digital camera (C-2100uz, Olympus Co.), both on the top surface and on the bottom surface of the tongue substance by two examiners, twice at 3 day intervals. Clinician evaluation was also performed grading the redness of the tongue substance in the form of 5-points scale by 6 clinicians. As a result, there was no significant difference in color differences between the color of the tongue substance and the reference red card in the 4 different illuminating conditions. Intra-rater reliability was satisfied and even though limitedly, inter-rater reliability was satisfied. Color differences were significantly correlated with the results by the clinicians, although they were applicable limitedly to specific illuminating conditions. Our results indicate that the application of the color differences in tongue diagnosis could not only evaluate the color information quantitatively, but also minimize the problems arising from the different illuminating conditions and that there was the significant difference in the visual evaluation of the red color of the tongue substance, both between the clinicians and between the illuminating conditions.

• 대한한의학회지
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• 제31권1호
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• pp.23-29
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• 2010

Objective: The aim of this prospective, case-controlled study was to assess the difference of the amount of tongue coating between halitosis and non-halitosis patients using a digital tongue diagnosis system (DTDS). Methods: Sixty-five patients complaining of oral malodor were recruited for the study. The level of volatile sulfur compounds (VSC) in the oral cavity of the patients was measured by a portable gas chromatography. All patients were then divided into two groups, the halitosis group ($H_2S{\geq}1.5ng$/10ml, or $CH_3SH{\geq}0.5ng$/10ml) and the non-halitosis group ($H_2S$<1.5ng/10ml and $CH_3SH$<0.5ng/10ml), according to the VSC level criteria published by Tonzetich. Tongue images of the two groups were acquired and analyzed by DTDS, followed by the analysis of the tongue coating scores. Results: The tongue coating scores of the halitosis group were significantly higher than of the non-halitosis group (P=0.033). Furthermore, the difference of the posterior tongue coating between the two groups was more significant (P=0.000). Conclusions: Halitosis patients were shown to have a thicker tongue coating than those in the non-halitosis group. Moreover, the posterior dorsum of the tongue should be observed more cautiously when dealing with halitosis patients. Also, the progress and state of the patient's symptom of halitosis as diagnosed objectively by the portable gas chromatography could also possibly be analyzed instead by the DTDS tongue coating score.

• 재활복지공학회논문지
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• 제10권2호
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• pp.141-146
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• 2016

본 논문에서는 설진시스템에서 혀 영역의 윤곽선을 정확하게 검출하기 위해 영역제한 마스크 연산과 능동 윤곽선 모델을 적용한다. 혀의 특징을 정확하게 분석하기 위하여 먼저, 혀 영역이 검출되어야 한다. 그러므로 혀 영역의 에지를 검출하기 위한 효율적인 분할 방법은 매우 중요하다. 20~30대 학생 30명으로 구성된 혀 영상 DB로 실험하였다. 실제 혀 영상에서의 실험은 좋은 결과를 보였다. 실험 결과, 제안된 방법이 마스크 연산을 사용하지 않는 방법에 비해 더 정확하게 혀 영역의 윤곽선을 추출하는 것을 확인할 수 있었다.

• 전자공학회논문지
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• 제51권11호
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• pp.221-228
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• 2014

혀의 색상 및 형태는 신체의 생리적이고 임상 병리적인 상태를 반영한다. 최근에는 정량적이고 객관화된 설 진단을 위해 다양한 설 영상 측정 장치가 개발되고 있다. 설 진단의 대부분은 혀의 색상 정보를 활용하기 때문에 설 영상 획득 장치에서 조명환경의 성능은 매우 중요하다. 본 연구에서는 좁은 시스템 내부 구조에서 설 표면에 조명이 고르게 비춰질 수 있도록 간접조명을 고안하였고, 그 성능을 평가하였다. 간접 조명환경 구현을 위해 타원체 형태의 반사 구조를 시스템 내부에 위치시키고, 타원체 내부에 높은 조도의 LED 두 개를 통해 정면 카메라 아래 방향으로 빛을 조사하도록 배치시켰다. 혀 위치 영역에는 반사 구조에 의해 반사된 빛만이 조사될 수 있도록 하였다. 조명의 균질도는 5개 영역에서 밝기를 측정하여 변동계수로 평가하였고, 직접조명과 확산판조명에서 각각 0.16, 0.13으로 나타난 반면 간접조명에서는 0.01미만으로 나타났다. 혀 모형을 통해 조명에 의한 빛 반사 영역의 비율을 계산한 결과는 직접조명, 확산판조명, 간접조명에서 각각 5.76%, 4.22%, 1.79%로 나타났다. 혀 모형을 측정한 영상에서 6영역의 변동계수를 계산해 색상 균질도를 평가한 결과는 간접조명에서 0.06 미만으로 가장 우수한 것으로 나타났다. 본 논문에서 구현한 조명방식을 설진 시스템에 적용하여 진단 지표 측정의 재현성 및 반복성이 향상될 것으로 기대된다.

• 동의생리병리학회지
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• 제27권5호
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• pp.683-687
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• 2013

Evacuation disorder(ED) is frequently observed in the elderly people. In this study, we investigated the tongue color properties in the elderly. 327 subjects were participated in this study and classified into normal group (n=95) and ED group (n=23) by two Korean Oriental Medicine doctors. The tongue images were acquired by using computerized tongue diagnosis system, and its color were linearly corrected base on CIE $L^*a^*b^*$ values of 12 color samples. The tongue region was segmented from acquired image and divided into two regions along the vertical direction. In order to estimate color properties of the tongue, a color histogram was calculated for the root region based on the CIE $L^*$ and $a^*$ values, and differences of color histogram values between normal and ED groups were computed based on the Mann-Whitney U test. As results, pixels corresponding to typical colors of the pale tongue and thin tongue coating were significantly more distributed in ED than those in normal group(p<0.05). The tongue color of the root region in ED was revealed to be different from those in healthy subjects.

• 사상체질의학회지
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• 제19권3호
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• pp.156-175
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• 2007

1. Objectives and Methods This study was performed to know the relationship between Sasang Constitution and characteristics of ordinary symptoms, inspection diagnosis of face and tongue. There were 666 participants(280 men and 386 women) who answered Sasang Constitutional Checkup list and were taken pictures of faces and tongues. Sasang Constitution was diagnosed by only PSSC(Phonetic System for Sasang Constitution). Distribution of Sasang Constitution and X2 test, kappa value for agreement were calculated using SPSS 10.0. 2. Results From characteristics of ordinary symptoms' point of view, Taeeumin had loud voices, big body shapes and easily sweated themselves. They felt good after sweating and had warm hands and feet. And their upper back, shoulders and chest were, they thought, well developed. They were apt to have meals quickly and overeat themselves. Soyangin and Soeumin had thin body shapes and were difficult to sweat themselves and felt powerless after sweating. They had cold hands and feet. Especially, Soeumin was apt to have meals slowly and a little amounts. They walked so fast. Soyangin was introvert and had developed their abdomen and waist. 'Looking heavy and steady' was higher in Taeeumin, 'delicate and modest' was higher in Soeumin(42.8%) and Soyangin(36.1 %) in first impression. It was thought to be difficult to discriminate Soyangin from Soeumin in first impression and make a notion of right Soyangin's first impression. Soyangin had pinky tongue color and little tongue fur whereas Soeumin had red tongue color and whitish tongue fur. Taeeumin had whitish tongue fur too. 3. Conclusions To diagnose Sasang Constitution much effectively, PSSC results and comprehensive Sasang Constitutional Checkup list extracted from effective Questionnaire items and Face and Tongue Inspection Diagnosis are thought to be needed.