• Title/Summary/Keyword: Facial Characteristics

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Effect Analysis of Data Imbalance for Emotion Recognition Based on Deep Learning (딥러닝기반 감정인식에서 데이터 불균형이 미치는 영향 분석)

  • Hajin Noh;Yujin Lim
    • KIPS Transactions on Computer and Communication Systems
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    • v.12 no.8
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    • pp.235-242
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    • 2023
  • In recent years, as online counseling for infants and adolescents has increased, CNN-based deep learning models are widely used as assistance tools for emotion recognition. However, since most emotion recognition models are trained on mainly adult data, there are performance restrictions to apply the model to infants and adolescents. In this paper, in order to analyze the performance constraints, the characteristics of facial expressions for emotional recognition of infants and adolescents compared to adults are analyzed through LIME method, one of the XAI techniques. In addition, the experiments are performed on the male and female groups to analyze the characteristics of gender-specific facial expressions. As a result, we describe age-specific and gender-specific experimental results based on the data distribution of the pre-training dataset of CNN models and highlight the importance of balanced learning data.

Clinical Features of Fracture versus Concussion of the Temporal Bone after Head Trauma

  • Kong, Tae Hoon;Lee, Jae Woo;Park, Yoon Ah;Seo, Young Joon
    • Journal of Audiology & Otology
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    • v.23 no.2
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    • pp.96-102
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    • 2019
  • Background and Objectives: Temporal bone fracture (TBF) is a common occurrence in cases of head trauma. Although the incidence of temporal bone concussion (TBC) has increased in cases of head trauma, it has not been extensively studied. We assessed the characteristics of TBF and TBC in patients with head trauma. Subjects and Methods: We conducted a retrospective review of 432 patients with head injury who visited our hospital between January 2011 and April 2016. Of these patients, 211 who met the inclusion criteria were included in the study. Their clinical characteristics, causes of injury, and hearing function were analyzed. Results: Among the 211 patients, 157 had TBFs and 54 had TBCs. Ear symptoms were more common among patients with TBF than among those with TBC. Car accidents were the most common cause of both TBF and TBC, but assault and sports injuries were more common among patients with TBC than among those with TBF. The occurrence of facial palsy in both cases of TBF and TBC. Hearing loss was observed among 35 patients with TBF and 11 patients with TBC. However, patients with TBF showed conductive hearing loss with an air-bone gap. Hearing function of these patients with TBF recovered with a reduced air-bone gap, but the patients with TBC showed little recovery. Conclusions: Emergency physicians should focus more on temporal bone injury in patients with head trauma. Therefore, an early complete diagnostic battery, which includes high-resolution computed tomography, audiometric tests, neurologic examination, and vestibular tests, be performed in patients with head trauma.

Clinical Features of Fracture versus Concussion of the Temporal Bone after Head Trauma

  • Kong, Tae Hoon;Lee, Jae Woo;Park, Yoon Ah;Seo, Young Joon
    • Korean Journal of Audiology
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    • v.23 no.2
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    • pp.96-102
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    • 2019
  • Background and Objectives: Temporal bone fracture (TBF) is a common occurrence in cases of head trauma. Although the incidence of temporal bone concussion (TBC) has increased in cases of head trauma, it has not been extensively studied. We assessed the characteristics of TBF and TBC in patients with head trauma. Subjects and Methods: We conducted a retrospective review of 432 patients with head injury who visited our hospital between January 2011 and April 2016. Of these patients, 211 who met the inclusion criteria were included in the study. Their clinical characteristics, causes of injury, and hearing function were analyzed. Results: Among the 211 patients, 157 had TBFs and 54 had TBCs. Ear symptoms were more common among patients with TBF than among those with TBC. Car accidents were the most common cause of both TBF and TBC, but assault and sports injuries were more common among patients with TBC than among those with TBF. The occurrence of facial palsy in both cases of TBF and TBC. Hearing loss was observed among 35 patients with TBF and 11 patients with TBC. However, patients with TBF showed conductive hearing loss with an air-bone gap. Hearing function of these patients with TBF recovered with a reduced air-bone gap, but the patients with TBC showed little recovery. Conclusions: Emergency physicians should focus more on temporal bone injury in patients with head trauma. Therefore, an early complete diagnostic battery, which includes high-resolution computed tomography, audiometric tests, neurologic examination, and vestibular tests, be performed in patients with head trauma.

Accuracy and reliability of 2-dimensional photography versus 3-dimensional soft tissue imaging

  • Ayaz, Irem;Shaheen, Eman;Aly, Medhat;Shujaat, Sohaib;Gallo, Giulia;Coucke, Wim;Politis, Constantinus;Jacobs, Reinhilde
    • Imaging Science in Dentistry
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    • v.50 no.1
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    • pp.15-22
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    • 2020
  • Purpose: This study was conducted to objectively and subjectively compare the accuracy and reliability of 2-dimensional(2D) photography and 3-dimensional(3D) soft tissue imaging. Materials and Methods: Facial images of 50 volunteers(25 males, 25 females) were captured with a Nikon D800 2D camera (Nikon Corporation, Tokyo, Japan), 3D stereophotogrammetry (SPG), and laser scanning (LS). All subjects were imaged in a relaxed, closed-mouth position with a normal smile. The 2D images were then exported to Mirror® Software (Canfield Scientific, Inc, NJ, USA) and the 3D images into Proplan CMF® software (version 2.1, Materialise HQ, Leuven, Belgium) for further evaluation. For an objective evaluation, 2 observers identified soft tissue landmarks and performed linear measurements on subjects' faces (direct measurements) and both linear and angular measurements on all images(indirect measurements). For a qualitative analysis, 10 dental observers and an expert in facial imaging (subjective gold standard) completed a questionnaire regarding facial characteristics. The reliability of the quantitative data was evaluated using intraclass correlation coefficients, whereas the Fleiss kappa was calculated for qualitative data. Results: Linear and angular measurements carried out on 2D and 3D images showed excellent inter-observer and intra-observer reliability. The 2D photographs displayed the highest combined total error for linear measurements. SPG performed better than LS, with borderline significance (P=0.052). The qualitative assessment showed no significant differences among the 2D and 3D imaging modalities. Conclusion: SPG was found to a reliable and accurate tool for the morphological evaluation of soft tissue in comparison to 2D imaging and laser scanning.

Face Image in the Cinema : Based on the Early Silent Film Period (영화 속 얼굴 이미지 : 초기 무성영화시기를 중심으로)

  • Hwang, Ji-eun
    • The Journal of the Korea Contents Association
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    • v.16 no.11
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    • pp.776-783
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    • 2016
  • Discussion of facial image of the movie starts is recognized as an art movie that started from silent film period. Critical discussions on the facial image initiated with the emergence of 'close-up' are performed in the context to claim the superiority of close-up format. Therefore, the trend of critical discussion on the facial image differs from two perspectives to perceive close-up in this era. The first perspective is to privilege both face and close-up since close-up is recognized as the unique tool to realize the face considering close-up as the independent body to have new aesthetic feasibility of the movie. The second perspective is to consider close-up as one of the plots in the movie language to complete its narration. In this case, it is perceived as just a short, which has no differentiation from the others, as long as the facial image does not interfere the completeness of the narration, because the characteristics of close-up to highlight the subject more than the other short is not recognized as the unique form to complete the movie, and because it has the meaning only when the subject and the format aim to maintain the completeness of the narration.

Patient′s Preferances for Nurse′s Nonverbal Expressions of Warmth During Nursing Rounds and Administration of Oral Medication (간호회진과 경구투약시 환자가 선호하는 간호사의 비언어적 온정행위에 관한 연구)

  • 김형선;김문실
    • Journal of Korean Academy of Nursing
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    • v.20 no.3
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    • pp.381-398
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    • 1990
  • Nursing involves deep human interpersonal relationships between nurses and patients. But in modem Korea, the nurse - patient relationship tends to be ritualistic and mechanestic. Patients usually express the hope that nurses be more tender and kind. Patients expect nurses to express their warmth especially through nonverbal behaviour. This study was conducted to identify patients' preferences for nurse's nonverbal expressions of warmth. Through the confirmation of these preferences, nurses may learn how to enhance their interpersonal relationships with patients. Subjects for the study were 73 patients who had been admitted to a university teaching hospital for at least three days and agreed to be interviewed by the investigator. The interactions were studied nonverbal expressions of warmth during nursing rounds and administration of oral medication. The interview schedule was expecially designed by the investigator to measure the nurse's posture, the distance between the nurse and the patient, the nurse's eye contact, facial expression, hand motion and head nodding. Data analysis included frequencies, percentages and X²-test. The results of this study may be summerized as follows : 1. Patient's preferences for nurse's nonverbal expressions of warmth during nursing rounds. Preferred nurse's posture was sitting(50.7%) or standing(49.3%) opposite the patient. Preferred distance between the nurse and the patient was close to the bed(93.2%), less than 1m. Preferred eye contact was directed to the patient's eyes or their affected part (41.1%). Preferred facial expression was a smile(97.3%). Preferred hand motions were light gestures(41.1%). Patients preferred head nodding which approved their own opinions(69.9%). 2. Patient's preferences for nurse's nonverval expressions of warmth during administration of oral medication. Preferred nurse's posture was standing and waiting to confirm that the medication had been taken(58.9%). Preferred distance from the patient was at arm's length, 0.5-1m(64.4%). Patients preferred direct eye contact(58.9%) and a smile(94.5%). Patients preferred that the nurse put the medicine directly the patient's hand(64.4%). Whether the nurse nodded her head or not was not considered important. 3. The relation of general characteristics and patient's preferences for nurse's nonverbal expressions of warmth during nursing rounds and administration of oral medication. During nursing rounds, the age of subjects(p=0.010) and the standard of education(p=0.026) related to the distance between the nurse and the patient. The sick hospital ward related to the eye contact(p=0.017) and facial expression(p=0.010). During administration of oral medication, the age of subjects(p=0.044) and days of hospital treatment (p=0.043) and the sick hospital ward(p=0.0004) related to the facial expression. From this study, nurses can learn what kind nonverbal expressions of warmth are preferred by patients during rounds and administration and thus will enhance nurse- patient interpersonal relationships.

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Study on Diagnosis by Facial Shapes and Signs as a Disease-Prediction Data for a Construction of the Ante-disease Pattern Diagno-Therapeutic System - Focusing on Gallbladder's versus Bladder's Body and Masculine versus Feminine Shape - (미병학(未病學) 체계구축을 위한 질병예측자(疾病豫側子)로서의 형상진단연구 - 담방광체(膽膀胱體)와 남녀형상(男女形象)을 중심으로 -)

  • Kim, Jong-Wan;Kim, Kyung-Chul;Lee, Yang-Tae;Lee, In-Seon;Kim, Kyu-Kon;Chi, Gyoo-Yang
    • Journal of Physiology & Pathology in Korean Medicine
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    • v.23 no.3
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    • pp.540-547
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    • 2009
  • There needs disease-predictable signs in order to enable preventive diagnosis and therapy. Then traditional Chinese medicine applies various medical diagnostic equipments used in western medicine to diagnosing sub-healthy state. But such data are not originated from inherent oriental medicine, and not obtained easily in ordinary clinical practice. This paper is to provide synopsis of the ante-disease diagno-therapeutics partly and to show predictable data based on the facial shapes and signs, especially of gall bladder's versus bladder's body and masculine versus feminine shape. Ante-disease means not only the complete healthy state, but also the state unseen any symptoms in macrographically in the course of outbreak of disease. It contains two stages, first one is the former state of disease and second one is untransmitted state of disease. The patterns of ante-disease consist of latent disease, pre-disease, transmission type like senescent syndrome, abnormal reactive syndrome(變證), syndrome of transmission and transmutation. The classification with gall bladder and bladder type manifests the differences of shape, color and size of each organ in comparison of the universal and standard figures of the human being. On the other hand, the classification with masculine and feminine shape contrasts the innate sexual difference and the shape, characteristics originated from in itself. These two classification theories have their own pathologic types and syndrome types with each disease so that disease-predictable data can be constructed based on such a relationship. In addition, this diagnostic method by facial shapes and signs is able to be applied to whole stages from prenatal to present state of disease even if the cause and inducement are not clear. Ante-disease diagno-theraputic system by Gall Bladder's versus Bladder's Body and Masculine versus Feminine Shape is getting more important in the chronic and internal disease in comparison of the acute and traumatic disease. So this study is able to make up for the limit of diagnosis on ante-disease in the field of oriental medicine clinic.

Clinical study on recurrent Bell's palsy: A retrospective observational study (벨 마비 재발 환자에 대한 임상적 고찰: 후향적 관찰연구)

  • Kim, Min Ju;Choi, Hyeon Kyu;Cha, Hyun Ji;Lee, Young Rok;Jang, Hyun jin;Kim, So jeong;Jeon, Ju Hyun;Kim, Young Il
    • The Journal of Korean Medicine
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    • v.43 no.2
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    • pp.8-26
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    • 2022
  • Objectives: This study is designed to statistically analyze characteristics, treatment effect and prognosis of patients who were treated for the recurrent Bell's palsy Methods: This study retrospectively analyzed the medical records and telephone questionnaire of 82 patients treated with the recurrent Bell's palsy at the OO Korean Medicine hospital from August 01, 2018 to July 31, 2021. Results: The lower the EQ-VAS® and HB scale before and after treatment, the higher the satisfaction with the treatment. The average of the number of days and duration of outpatient treatment for male was longer than that for female. The average number of days and duration of outpatient treatment in the group that received combined treatment was longer than that of patients who received Korean Medicine only. The higher the satisfaction of treatment, the higher the willingness to receive treatment in the event of recurrent facial palsy. HB scale after treatment was the lowest in their 40s, and the average value of HB scale after treatment tended to increase as age increased except for those in their 40s. Conclusion: This study showed that the lower the HB scale after treatment, the lower the EQ-VAS®, the higher the treatment satisfaction, and the higher the probability receiving treatment if the facial paralysis recurs. Those in their 10s to 40s showed excellent results after treatment. Comparatively, those in their 50s and above showed a little effect after treatment. Gender, affected side, history of facial palsy, season of onset, age, hypertension and diabetes had no statistically significance with recurrent Bell's palsy prognosis.

The Study of Age-related Skin Pigmentation Changes in Korean Female (한국 여성의 연령에 따른 색소 침착 변화 연구)

  • Myeongryeol Lee;Yuchul Jung;Byung-Fhy Suh;Eunjoo Kim
    • Journal of the Society of Cosmetic Scientists of Korea
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    • v.49 no.2
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    • pp.177-182
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    • 2023
  • Since facial skin pigmentation is one of the visual characteristics of skin aging, it is important to evaluate skin pigmentation in the cosmetics and aesthetic fields. Several groups have investigated and developed the image analysis methods for skin pigmentation and some of the groups reported the age-related changes of the number and size of facial pigmented spots. However, they didn't show the changes of the number and size of pigment spots by defined size, and there is no report for Korean female regarding pigmentation. A total of 194 Korean females aged 20 ~ 79 (48.97 ± 17.11 years) were analyzed for the number, size, and intensity of pigmented spots using various filters such as large high-pass filter and median filter in their digital facial images. There were significant correlations between age and total pigmented spot number (No.), size, and intensity (I) (pearson's correlation coefficient r = 0.688, r = 0.645, r = -0.563), and significant correlations were also observed between the number and intensity of pigmented spots of different sizes. According to the ANOVA results, there were significant differences in the percentage of spot size of 2 ~ 4 mm2 and > 20 mm2 between 20's and 70's. In other words, with aging, pigmentation increases in the facial skin, and the large increase in pigmentation is particularly noticeable in Korean women.

Posteroanterior cephalometric characteristics in skeletal Class III malocclusion (골격성 III급 부정교합자의 정모 두부규격방사선 계측학적 특징)

  • Chong, Song-Woo;Hong, Sung-Gyu;Kim, Jong-Ghee
    • The korean journal of orthodontics
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    • v.29 no.3 s.74
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    • pp.317-325
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    • 1999
  • In proper diagnosis of skeletal Class III malocclusion, it was important to know the pattern of three dimensional skeletal & facial disharmony. The purpose of this study was to obtain P-A cephalometric characteristics in skeletal Class III malocclusion comparing with normal occlusion. The samples were consisted of 120 subjects, divided into four groups : Male normal occlusion, Female normal occlusion, Male skeletal Class III malocclusion, Female skeletal Class III malocclusion. Posteroanterior and lateral cephalogram were taken from the subjects with a x-ray apparatus (ASHAI CX90SP, Japan) and traced on acetate paper with routine manner. The transverse and vertical values from posteroanterior cephalometry, the sagittal values from lateral cephalometry and their ratio were obtained. The results were as follows: 1. The anteroposterior discrepancy in skeletal Class III group was not due to short maxillary length(Cd-A), but to longer mandibular length(Cd-Gn) than normal occlusion group. 2. The faces of skeletal Class III group were longer than normal occlusion group. It was not due to increase of upper face height(Cg-ANS) but to increase of the lower face height(ANS-Me) especially mandibular height(Cd-Me). 3. There was no difference in the facial width values between normal occlusion group and skeletal Class III group, except upper molar width(U6-U6), lower molar width(L6-L6) and mandibular width(Ag-Ag) of female skeletal Class III group which were larger than normal occlusion group. 4. The increase of mandibular length of skeletal Class III group was reflected in the increase of lower facial height but did not have an effect on the mandibular width.

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