• Title/Summary/Keyword: Facial Age

Search Result 720, Processing Time 0.027 seconds

A study on age distortion reduction in facial expression image generation using StyleGAN Encoder (StyleGAN Encoder를 활용한 표정 이미지 생성에서의 연령 왜곡 감소에 대한 연구)

  • Hee-Yeol Lee;Seung-Ho Lee
    • Journal of IKEEE
    • /
    • v.27 no.4
    • /
    • pp.464-471
    • /
    • 2023
  • In this paper, we propose a method to reduce age distortion in facial expression image generation using StyleGAN Encoder. The facial expression image generation process first creates a face image using StyleGAN Encoder, and changes the expression by applying the learned boundary to the latent vector using SVM. However, when learning the boundary of a smiling expression, age distortion occurs due to changes in facial expression. The smile boundary created in SVM learning for smiling expressions includes wrinkles caused by changes in facial expressions as learning elements, and it is determined that age characteristics were also learned. To solve this problem, the proposed method calculates the correlation coefficient between the smile boundary and the age boundary and uses this to introduce a method of adjusting the age boundary at the smile boundary in proportion to the correlation coefficient. To confirm the effectiveness of the proposed method, the results of an experiment using the FFHQ dataset, a publicly available standard face dataset, and measuring the FID score are as follows. In the smile image, compared to the existing method, the FID score of the smile image generated by the ground truth and the proposed method was improved by about 0.46. In addition, compared to the existing method in the smile image, the FID score of the image generated by StyleGAN Encoder and the smile image generated by the proposed method improved by about 1.031. In non-smile images, compared to the existing method, the FID score of the non-smile image generated by the ground truth and the method proposed in this paper was improved by about 2.25. In addition, compared to the existing method in non-smile images, it was confirmed that the FID score of the image generated by StyleGAN Encoder and the non-smile image generated by the proposed method improved by about 1.908. Meanwhile, as a result of estimating the age of each generated facial expression image and measuring the estimated age and MSE of the image generated with StyleGAN Encoder, compared to the existing method, the proposed method has an average age of about 1.5 in smile images and about 1.63 in non-smile images. Performance was improved, proving the effectiveness of the proposed method.

Coffin-Lowry Syndrome - The First Genetically Confirmed Case in Korea Diagnosed by Whole Exome Sequencing

  • Yoon, Ju Young;Cheon, Chong Kun
    • Journal of Interdisciplinary Genomics
    • /
    • v.2 no.1
    • /
    • pp.10-12
    • /
    • 2020
  • Coffin-Lowry syndrome (CLS) is a genetic disorder characterized by intellectual disability, typical facial features, and skeletal abnormalities. But this syndrome shows highly variable clinical manifestations, and can't be diagnosed with conventional chromosome analysis or comparative genomic hybridization, leading to delayed diagnosis. Here we report an 18-year-old boy with CLS diagnosed by whole exome sequencing. Our patient initially presented with developmental delay, facial dysmorphism at the age of 1. At the age of 18, he developed orthopnea due to mitral regurgitation. At the 22 years of age, he was diagnosed as CLS diagnosed by whole exome sequencing. Our case implies that clinical suspicion is important for early diagnosis, and advanced diagnostic tools such as WES should be considered in suspected cases.

A Design of Real-time Facial Age Recognition System based on Depth-Camera (심도카메라 기반의 실시간 얼굴 나이 인식 시스템 설계)

  • Ko, Ginam;Moon, Nammee
    • Proceedings of the Korea Information Processing Society Conference
    • /
    • 2012.11a
    • /
    • pp.655-657
    • /
    • 2012
  • 본 논문에서는 심도(Depth) 카메라로부터 실시간 획득한 RGBD 데이터에서 심도 정보 기반의 AAM(Active Appearance Models)과 나이 인식 알고리즘[1]을 통해 4 개의 AG(Age Group)으로 분류하는 실시간 얼굴 나이 인식 시스템(Real-time Facial Age Recognition System)을 설계한다. 기존의 AAM 을 이용한 실시간 얼굴 특징 추출은 평균 약 4.17%의 프레임 손실율을 보였으나, 심도 정보를 활용한 AAM 은 평균 약 0.43%의 프레임 손실율만을 보였다[5]. 본 논문에서는 심도 정보를 활용한 AAM과 병렬 처리 방법인 CUDA 를 결합하여 나이 특징을 추출하고, 실시간 시스템에 적용 가능하도록 나이 인식 알고리즘을 개선하여 실시간 나이 인식 시스템을 설계한다. 설계된 시스템은 1)머리 위치 추적, 2)얼굴 인식 및 특징점 추출, 3)나이 특징 추출, 4) 나이 특징 분석, 5) 나이 분류의 5 가지 단계를 통해 최종적으로 4 개의 AG 로 분류한다.

A Clinical Study on Children and Adolescents Who Visited the Hospital of Korean Medicine for 284-Peripheral Facial Palsy (한방병원에 내원한 소아청소년기 말초성 안면마비 환자 284례를 통한 임상적 고찰)

  • Kang, Ki Yeon;Lee, Hye Lim;Han, Jae Kyung;Kim, Yun Hee
    • The Journal of Pediatrics of Korean Medicine
    • /
    • v.28 no.4
    • /
    • pp.45-63
    • /
    • 2014
  • Objectives The purpose of this study is to investigate the clinical characteristics in children and adolescents with peripheral facial palsy that was treated with Korean medicine. Methods The study was conducted based on 284 cases that consisted of 261 children (less than 19 years old) who visited the hospital of Korean medicine from August 2010 to August 2014. Then, this study was analyzed by reviewing the patients' charts. Results The incidence of facial palsy in pediatric patients was more common in boys than in girls and the mean age was 11.2 years. The prevalence of facial palsy was more common in winter and most were diagnosed with Bell's palsy. Recurrence was identified in 12.6% of the patients. The average age of the first attack was 9.5 years. It took about 3.2 years for recurrence to occur from the first onset. It took about 5 days to visit the hospital of Korean medicine from the onset. 81% of the patients came within 1 week from the onset. 50.7% of the cases did not receive any treatment before and 49.3% were previously treated at other hospitals. More than half of the patients (65.1%) received Korean medicine first. 54.6% of the patients were hospitalized and 45.4% received outpatient treatments in the hospital of Korean medicine. Outpatient treatments were administered about 11.5 times while hospitalized patients were treated for an average of 16.6 days. In general, hospitalized patients were treated more often than the outpatient group. An overall average duration of treatment was 70.6 days from the onset of facial palsy until the last day of treatment, and 53.0 days from the first day of treatment until the last day of treatment. 41.5% of the cases were treated only with Korean medicine and 49.0% were treated with a combination of Korean and Western medicine. The types of Korean medicine treatment used for facial palsy in descending order of frequency were acupuncture, Infra red, herbal medicine, SSP therapy, electro-acupuncture, carbone, hot pack, cupping, and moxibustion. The treatments that were most frequently used from Western medicines were steroid as monotherapy (61.7%) and a combination of steroids and antiviral therapy (37.6%). Conclusions This result showed that the risk of facial palsy recurrence among children is relatively high and that facial palsy requires a long-term treatment. It's helpful to explain about prognosis, treatment duration, and recurrence potential in children. Facial palsy in children is treated in various ways but more studies about the therapeutic effects of Korean medicine, Western medicine, and combination of Korean-Western medicine in children are needed.

Adaptation to Baby Schema Features and the Perception of Facial Age (인물 얼굴의 나이 판단과 아기도식 속성에 대한 순응의 잔여효과)

  • Yejin Lee;Sung-Ho Kim
    • Science of Emotion and Sensibility
    • /
    • v.25 no.4
    • /
    • pp.157-172
    • /
    • 2022
  • Using the adaptation aftereffect paradigm, this study investigated whether adaptation to baby schema features of the face and body could affect facial age perceptions. In Experiment 1, participants were asked to determine whether the test faces that morphed at a certain ratio of a baby face and an adult face were perceived as 'baby' or 'adult' after being adapted to either a baby or an adult face. The result of Experiment 1 showed that after being adapted to baby faces, test faces were assessed as belonging to an adult more often than when being adapted to adult faces. In the subsequent experiments, participants carried out the same facial age judgment task after being adapted to baby or adult body silhouettes (Experiment 2) or hand images (Experiment 3). The results revealed that age perceptions were biased in the direction of the adaptors (i.e., an assimilative aftereffect) after adaptation to body silhouettes (Experiment 2) but did not change after being adapted to hands (Experiment 3). The present study showed that contrastive aftereffects in the perception of facial age were induced by adaptation to the baby face but failed to determine the cross-category transfer of age adaptation from hands or body silhouettes to faces.

A Clinical Study of Oriental-Western Medicine Treatment on Facial Nerve Paralysis (말초성 안면신경마비의 한양방 협진치료에 관한 임상적 연구)

  • Kim, Ji-Hoon;Song, Jae-Jun;Hong, Seung-Ug
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
    • /
    • v.22 no.1
    • /
    • pp.148-156
    • /
    • 2009
  • Objectives : Facial palsy is not uncommon disease and most patients with facial palsy are peripheral type, as in Bell' s palsy. In western medicine, oral steroid is the mainstay of the treatment. Recently, oriental-western treatment became one of the alternative modality for the treatment of the facial palsy. However, the treatment result and the degree of patient' s satisfaction were not evaluated. In this study, we tried to characterize the clinical characteristics, short-term recovery rate and degree of patient' s satisfaction after oriental-western medicine treatment on facial palsy of peripheral type. Methods : Between May 2008 and December 2008, we examined 16 patients who presented with facial palsy of peripheral type in Dongguk University Medical Center. Clinical characteristics and recovery rate was analyzed by retrospective chart review. The degree of patient' s satisfaction was measured by 5 point scale. Results : The causes of facial palsy were Bell' s palsy (87.5%) and the Ramsay-Hunt syndrome (12.5%). The highest age groups of facial palsy were 6th and 7th decades. Most frequent accompanying symptom was postauricular pain. After oriental-western medicine treatment, 10 patients (62.5%) showed recovery of facial palsy better than House-Brackmann grade 2. 11 patients (68.8%) were satisfied with the oriental-western medicine treatment. Conclusions : Considering the degree of patient' s satisfaction and treatment result, we believe that oriental-western treatment could be safe and reliable protocol for the treatment of facial nerve palsy of peripheral type.

  • PDF

A Clinical Analysis of Inpatient of Dermatology, Ophthalmology & Otorhinolaryngology (한방안이비인후피부과 입원환자의 임상적 고찰)

  • Jung, A-Rum-Nu-Ri;Hong, Seung-Ug
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
    • /
    • v.21 no.1
    • /
    • pp.121-132
    • /
    • 2008
  • Objective : This study was performed to examine the patterns of inpatients that had visited Dept. of Dermatology Hospital of Oriental Medicine, Dongguk University. Methods : We analysed statistic study in 106 patients, who had admitted to the Dept. of Dermatology, Ophthalmology & Otorhinolaryngology Hospital of Oriental Medicine, Dongguk University from July, 2005 to January, 2008. Results : The results were as follows; 1. Males were 50.94% and females were 49.06%. 2. Distribution of aging was 18.87% in twenties and 17.92% in fifties. 3. Common disease group were Facial palsy(33.96%); Atopic dermatitis(21.7%); Tinnitus(7.55%); Sudden Sensorineural Hearing loss(4.72%); Sore throat(5.66%). 4. Average age of Facial palsy patients was 50.9 years old, average hospitalized period were 10.47days and subjective satisfaction rate was 2.56 points on the basis of 4 points. 5. Average age of Atopic dermatitis patient's average age was 22.22 years old, average hospitalized period were 8.35days and subjective satisfaction rate was 3.44 points on the basis of 4 points. 6. 47.2% of all patient were admitted into the hospital on 1st or 2nd outpatient service and 44% of Facial palsy patient were admitted into the hospital via emergency room. 7. All patient's average hospitalized period were 7.5 days. 8. All patient's subjective satisfaction rate were 2.97 points on the basis of 4 points. Conclusion : This study suggests that oriental medical treatments is especially popular in facial palsy and atopic dermatitis. We have to take steps for effective management and treatment for special diseases and ages.

  • PDF

Oral and maxillofacial injuries in children: a retrospective study

  • Mukhopadhyay, Santanu;Galui, Sauvik;Biswas, Raju;Saha, Subrata;Sarkar, Subir
    • Journal of the Korean Association of Oral and Maxillofacial Surgeons
    • /
    • v.46 no.3
    • /
    • pp.183-190
    • /
    • 2020
  • Objectives: The purpose of this retrospective epidemiological study was to determine the etiology and pattern of maxillofacial injuries in a pediatric population. Materials and Methods: Data for pediatric maxillofacial trauma patients aged 12 years and younger who were registered at the Department of Pediatric and Preventive Dentistry, Dr. R. Ahmed Dental College and Hospital, Kolkata, India, were reviewed and examined. Patients who were treated between October 2016 and September 2018 were analyzed according to age, sex, cause of injury, frequency and site of facial fractures, and soft tissue injuries. The chi-square tests were carried out for statistical analyses with a significance level of 5%. Results: Of 232 patients with a mean age of 6.77±3.25 years, there were 134 males (57.8%) and 98 females (42.2%). The overall male to female ratio was 1.39:1. The most common causes of injuries were falls (56.5%) and motor vehicle accidents (16.8%). Incidence of falls decreased significantly with age (P<0.001). Dentoalveolar injuries (61.6%) and soft tissue injuries (57.3%) were more common than facial fractures (42.7%). Mandibular fractures (82.8%) were the most common facial fractures, and perioral or lip injuries were the most prevalent injuries in our patient population. There was a positive association between facial fractures and soft tissue injury (P<0.01) (odds ratio 0.26; confidence interval 0.15-0.46). Conclusion: Falls were the leading cause of maxillofacial trauma in our sample of children, and the most common site of fractures was the mandible.

A case of Noonan syndrome diagnosed using the facial recognition software (FACE2GENE)

  • Kim, Soo Kyoung;Jung, So Yoon;Bae, Seong Phil;Kim, Jieun;Lee, Jeongho;Lee, Dong Hwan
    • Journal of Genetic Medicine
    • /
    • v.16 no.2
    • /
    • pp.81-84
    • /
    • 2019
  • Clinicians often have difficulties diagnosing patients with subtle phenotypes of Noonan syndrome phenotypes. Facial recognition technology can help in the identification of several genetic syndromes with facial dysmorphic features, especially those with mild or atypical phenotypes. A patient visited our clinic at 5 years of age with short stature. She was administered growth hormone treatment for 6 years, but her growth curve was still below the 3rd percentile. She and her mother had wide-spaced eyes and short stature, but there were no other remarkable features of a genetic syndrome. We analyzed their photographs using a smartphone facial recognition application. The results suggested Noonan syndrome; therefore, we performed targeted next-generation sequencing of genes associated with short stature. The results showed that they had a mutation on the PTPN11 gene known as the pathogenic mutation of Noonan syndrome. Facial recognition technology can help in the diagnosis of Noonan syndrome and other genetic syndromes, especially in patients with mild phenotypes.

Monosyllable Speech Recognition through Facial Movement Analysis (안면 움직임 분석을 통한 단음절 음성인식)

  • Kang, Dong-Won;Seo, Jeong-Woo;Choi, Jin-Seung;Choi, Jae-Bong;Tack, Gye-Rae
    • The Transactions of The Korean Institute of Electrical Engineers
    • /
    • v.63 no.6
    • /
    • pp.813-819
    • /
    • 2014
  • The purpose of this study was to extract accurate parameters of facial movement features using 3-D motion capture system in speech recognition technology through lip-reading. Instead of using the features obtained through traditional camera image, the 3-D motion system was used to obtain quantitative data for actual facial movements, and to analyze 11 variables that exhibit particular patterns such as nose, lip, jaw and cheek movements in monosyllable vocalizations. Fourteen subjects, all in 20s of age, were asked to vocalize 11 types of Korean vowel monosyllables for three times with 36 reflective markers on their faces. The obtained facial movement data were then calculated into 11 parameters and presented as patterns for each monosyllable vocalization. The parameter patterns were performed through learning and recognizing process for each monosyllable with speech recognition algorithms with Hidden Markov Model (HMM) and Viterbi algorithm. The accuracy rate of 11 monosyllables recognition was 97.2%, which suggests the possibility of voice recognition of Korean language through quantitative facial movement analysis.