• Title/Summary/Keyword: Face classification

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Face Image Analysis using Adaboost Learning and Non-Square Differential LBP (아다부스트 학습과 비정방형 Differential LBP를 이용한 얼굴영상 특징분석)

  • Lim, Kil-Taek;Won, Chulho
    • Journal of Korea Multimedia Society
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    • v.19 no.6
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    • pp.1014-1023
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    • 2016
  • In this study, we presented a method for non-square Differential LBP operation that can well describe the micro pattern in the horizontal and vertical component. We proposed a way to represent a LBP operation with various direction components as well as the diagonal component. In order to verify the validity of the proposed operation, Differential LBP was investigated with respect to accuracy, sensitivity, and specificity for the classification of facial expression. In accuracy comparison proposed LBP operation obtains better results than Square LBP and LBP-CS operations. Also, Proposed Differential LBP gets better results than previous two methods in the sensitivity and specificity indicators 'Neutral', 'Happiness', 'Surprise', and 'Anger' and excellence Differential LBP was confirmed.

Automatic Classification and Search in Mobile Devices using Face Recognition and SNS information (얼굴 인식과 SNS 정보를 이용한 모바일 기기에서 사진 자동 분류 및 검색)

  • Choi, Jae-Yong;Lee, Su-An;Kim, Jin-Ho
    • Proceedings of the Korean Information Science Society Conference
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    • 2012.06d
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    • pp.152-154
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    • 2012
  • 본 논문에서는 얼굴 인식 기술과 SNS 정보를 이용하여 사람의 얼굴을 기준으로 사진들을 효과적으로 분류하고 검색할 수 있는 시스템을 개발하였다. 얼굴 인식 기술을 이용하여 촬영된 사진의 분석을 통해 얼굴로부터 나이, 성별, 안경 착용 유무, 웃는 얼굴 판단 등의 의미적인 정보를 추출한다. 또한, 얼굴 인식을 통해 얻은 SNS 정보에서는 이름, 생일, 학력, 직업, 고향, 관심 분야, 종교 등의 개인적인 정보를 추출 할 수 있다. 추출한 정보를 이용한 효과적인 사진 분류 및 검색을 통해 사용자의 편의를 극대화하였다. 본 논문에서는 구글 안드로이드 기반의 스마트폰에서 제안한 사진 자동 분류 및 검색 시스템을 구현하였다.

New Rectangle Feature Type Selection for Real-time Facial Expression Recognition (실시간 얼굴 표정 인식을 위한 새로운 사각 특징 형태 선택기법)

  • Kim Do Hyoung;An Kwang Ho;Chung Myung Jin;Jung Sung Uk
    • Journal of Institute of Control, Robotics and Systems
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    • v.12 no.2
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    • pp.130-137
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    • 2006
  • In this paper, we propose a method of selecting new types of rectangle features that are suitable for facial expression recognition. The basic concept in this paper is similar to Viola's approach, which is used for face detection. Instead of previous Haar-like features we choose rectangle features for facial expression recognition among all possible rectangle types in a 3${\times}$3 matrix form using the AdaBoost algorithm. The facial expression recognition system constituted with the proposed rectangle features is also compared to that with previous rectangle features with regard to its capacity. The simulation and experimental results show that the proposed approach has better performance in facial expression recognition.

Investigation and Design of Underground Cavern for Oil Storage in Korea (국내 원유 비축 지하공동의 조사 및 설계 사례)

  • 김치환
    • Tunnel and Underground Space
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    • v.2 no.2
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    • pp.190-198
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    • 1992
  • This study is to summarize the contents for the investigation and design of the construction for oil storage. Since underground caverns are large scale, in their construction one should consider the mechanical stability of caverns and the economic view of construction. On the basis of them, cavern's section and layout were determined and water curtains were designed to maintain hydraulic equilibrium so that gases were sealed tightly. Also the supporting criterial for rock bolt and stotcrete were determined by means of the classification of rock masses and the results of finite element method. The criteria of grouting reinforcement were presented according to the results of injection test in the pilot holes of working face.

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Complementary Discriminant Analysis for Classification of Double Attributes

  • Hiraoka, Kazuyuki;Mishima, Taketoshi
    • Proceedings of the IEEK Conference
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    • 2002.07b
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    • pp.806-809
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    • 2002
  • Real-world objects often have two or more significant attributes. For example, face images have attributes of persons, expressions, and so on. Even if we are interested in only one of those attributes, additional informations on auxiliary attributes can help recognition of the main one. In the present paper, the authors propose a method for pattern recognition with double attributes. A pair of classifiers are combined: each classifier makes a guess of its corresponding attribute, and it tells the guess to the other as a hint. Equilibrium point of this iteration can be calculated directly without iterative procedures.

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A Biosignal-Based Human Interface Controlling a Power-Wheelchair for People with Motor Disabilities

  • Kim, Ki-Hong;Kim, Hong-Kee;Kim, Jong-Sung;Son, Wook-Ho;Lee, Soo-Young
    • ETRI Journal
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    • v.28 no.1
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    • pp.111-114
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    • 2006
  • An alternative human interface enabling people with severe motor disabilities to control an assistive system is presented. Since this interface relies on the biosignals originating from the contraction of muscles on the face during particular movements, even individuals with a paralyzed limb can use it with ease. For real-world application, a dedicated hardware module employing a general-purpose digital signal processor was implemented and its validity tested on an electrically powered wheelchair. Furthermore, an additional attempt to reduce error rates to a minimum for stable operation was also made based on the entropy information inherent in the signals during the classification phase. In the experiments, most of the five participating subjects could control the target system at their own will, and thus it is found that the proposed interface can be considered a potential alternative for the interaction of the severely disabled with electronic systems.

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Classification of Head Shape and 3-dimensional Analysis for Korean Women (한국 성인 여성 머리 유형분류와 입체적 분석)

  • Choi, Young-Lim;Kim, Jae-Seung;Nam, Yun-Ja
    • Fashion & Textile Research Journal
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    • v.11 no.5
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    • pp.779-787
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    • 2009
  • The purpose of this study was to classify the head shape for the apparel industry and to suggest standard head model for korean women. The 23 measurement items of 891 females, aged more than 18 years were used to analysis by statistical methods. Factor analysis, cluster analysis and duncan test were performed using these data. Through factor analysis, 5 factors were extracted upon factor scores and those factors comprised 68.76% for the total variances. 5 clusters as their head and face shape were categorized. We decided for the type 3 to standard head shape. 24 participants were measured using computed tomography(CT). The measured data of skin and skeleton and the standard head shapes were illustrated.

Homogeneous and Non-homogeneous Polynomial Based Eigenspaces to Extract the Features on Facial Images

  • Muntasa, Arif
    • Journal of Information Processing Systems
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    • v.12 no.4
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    • pp.591-611
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    • 2016
  • High dimensional space is the biggest problem when classification process is carried out, because it takes longer time for computation, so that the costs involved are also expensive. In this research, the facial space generated from homogeneous and non-homogeneous polynomial was proposed to extract the facial image features. The homogeneous and non-homogeneous polynomial-based eigenspaces are the second opinion of the feature extraction of an appearance method to solve non-linear features. The kernel trick has been used to complete the matrix computation on the homogeneous and non-homogeneous polynomial. The weight and projection of the new feature space of the proposed method have been evaluated by using the three face image databases, i.e., the YALE, the ORL, and the UoB. The experimental results have produced the highest recognition rate 94.44%, 97.5%, and 94% for the YALE, ORL, and UoB, respectively. The results explain that the proposed method has produced the higher recognition than the other methods, such as the Eigenface, Fisherface, Laplacianfaces, and O-Laplacianfaces.

Development of a Scale for Identification of Mental Health and Developmental Disorders in Newborn- to Three-Year-Old Children (0-3세 영유아의 정신건강 및 발달장애 조기진단을 위한 척도제작 연구)

  • Jang, Mikyung
    • Korean Journal of Child Studies
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    • v.26 no.1
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    • pp.47-59
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    • 2005
  • The Early Life Problems Scale consisting of 5-point rating for each item was prepared from the results of a questionnaire of 163 items with two sub scales constructed on the basis of Diagnostic Classification: 0-3. Respondents were 361 parents with newborn to 3-year-old children (197 boys and 164 girls). Hypothetical constructs of mental and developmental problems were identified by exploratory factor analysis. The resulting 22 factors explained 58.5% and 72.9% of the common variance for scales I and II, respectively. The rotation procedure yielded 134 items of which 118 had factor loadings of more than .30. Face validity was obtained on the basis of 18 items. The coefficients of correlation between and within factors suggest that there are interrelationships. The reliability of total scales by Cronbach's Alpha was relatively high.

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The Study of Full Penetration Welding between Corrugated BHD and Lower Stool Joint by Application of CSR (CSR 적용에 따른 Corrugated BHD와 Lower Stool Joint의 Full Penetration Welding 적용에 관한 연구)

  • Park, Chan-Kyu;Yang, Jong-Soo;Kim, Ho-Kyung
    • Special Issue of the Society of Naval Architects of Korea
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    • 2007.09a
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    • pp.135-141
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    • 2007
  • CSR(Common Structure Rules) enter into force on $1^{st}$ April 2006. Generally for double hull tankers of less than 150m in length, the Rules of the individual Classification Society are to be applied. Where high tensile stresses act through an intermediate plate, increased fillet welds or penetration welds are to be used longitudinal/transverse bulkhead primary support member end connections to the double bottom. If workers have begun to make used of established procedures between corrugated BHD and lower stool joint, first to welding on groove of face and then it has to gouging to blow on groove of root. So amount of man-hour increased, productivity secreased.

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