• 제목/요약/키워드: Expression Feature

검색결과 531건 처리시간 0.04초

CNN기초로 세 가지 방법을 이용한 감정 표정 비교분석 (Comparative Analysis for Emotion Expression Using Three Methods Based by CNN)

  • 양창희;박규섭;김영섭;이용환
    • 반도체디스플레이기술학회지
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    • 제19권4호
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    • pp.65-70
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    • 2020
  • CNN's technologies that represent emotional detection include primitive CNN algorithms, deployment normalization, and drop-off. We present the methods and data of the three experiments in this paper. The training database and the test database are set up differently. The first experiment is to extract emotions using Batch Normalization, which complemented the shortcomings of distribution. The second experiment is to extract emotions using Dropout, which is used for rapid computation. The third experiment uses CNN using convolution and maxpooling. All three results show a low detection rate, To supplement these problems, We will develop a deep learning algorithm using feature extraction method specialized in image processing field.

"The Critical Entangled in the Creative": Modernist Credos and Female Egoism in Susan Glaspell's The Verge

  • Noh, Aegyung
    • 영어영문학
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    • 제60권2호
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    • pp.269-293
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    • 2014
  • Written as her last collaboration with the Provincetown Players, Susan Glaspell's The Verge is an exceptional play in that its formal experiment and modernist theme are clear of her general modernist ambivalence which combines a uniquely American and feminist expression of the modernist spirit with rather conventional forms. Following critics' brief and generalizing comments on the play's protagonist embodying modernist formalism and alienation, this paper offers a full and concrete survey detailing the tenets and the slogans of Modernism inlaid in the play. Its main argument is that Glaspell strategically deployed the metaphysics of egoism, anarchic hostility to the collectiveness of bourgeois society, and formalist preoccupation in Modernism in representing a female egoist's longing for a new order of society, illustrating an intersection between Modernism and feminism. It concludes that The Verge is an extremely rare case of modernist literature where a play, allegedly the least modernist genre of all according to Christopher Innes, exemplifies the "eloquent critical acts entangled in the creative work" which Michael Levenson lists as a distinct feature of modernist texts.

Dimensionality Reduction of RNA-Seq Data

  • Al-Turaiki, Isra
    • International Journal of Computer Science & Network Security
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    • 제21권3호
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    • pp.31-36
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    • 2021
  • RNA sequencing (RNA-Seq) is a technology that facilitates transcriptome analysis using next-generation sequencing (NSG) tools. Information on the quantity and sequences of RNA is vital to relate our genomes to functional protein expression. RNA-Seq data are characterized as being high-dimensional in that the number of variables (i.e., transcripts) far exceeds the number of observations (e.g., experiments). Given the wide range of dimensionality reduction techniques, it is not clear which is best for RNA-Seq data analysis. In this paper, we study the effect of three dimensionality reduction techniques to improve the classification of the RNA-Seq dataset. In particular, we use PCA, SVD, and SOM to obtain a reduced feature space. We built nine classification models for a cancer dataset and compared their performance. Our experimental results indicate that better classification performance is obtained with PCA and SOM. Overall, the combinations PCA+KNN, SOM+RF, and SOM+KNN produce preferred results.

cGANs 기반 3D 포인트 클라우드 데이터의 실시간 전송 기법 (Real-time transmission of 3G point cloud data based on cGANs)

  • Shin, Kwang-Seong;Shin, Seong-Yoon
    • 한국정보통신학회논문지
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    • 제23권11호
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    • pp.1482-1484
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    • 2019
  • We present a method for transmitting 3D object information in real time in a telepresence system. Three-dimensional object information consists of a large amount of point cloud data, which requires high performance computing power and ultra-wideband network transmission environment to process and transmit such a large amount of data in real time. In this paper, multiple users can transmit object motion and facial expression information in real time even in small network bands by using GANs (Generative Adversarial Networks), a non-supervised learning machine learning algorithm, for real-time transmission of 3D point cloud data. In particular, we propose the creation of an object similar to the original using only the feature information of 3D objects using conditional GANs.

하이퍼리얼리즘형 웹드라마 <좋좋소>의 콘텐츠 특성 연구 (A Study on Content Characteristics of Hyperrealism Web Drama )

  • 이준석;정원식
    • 한국멀티미디어학회논문지
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    • 제25권1호
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    • pp.114-123
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    • 2022
  • Korean web drama are undergoing changes before and after the popularization of the OTT platform. The previous web drama were mainly aimed at teenagers, with school content as a genre feature, and the active casting of new idols and the use of B-grade emotions as production characteristics. After the popularization of OTT represented by YouTube and Netflix, there are signs of significant change. This study examined the hyperrealistic content characteristics of the web drama , which can be the center of the change. Through this, it was considered that has a greatly changed aspect from previous web dramas through stereoscopic typification, emphasis on detailed expression, active use of experiential narrative characteristics, and a new media creator-centered production method.

Skin Color Based Facial Features Extraction

  • Alom, Md. Zahangir;Lee, Hyo Jong
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2011년도 추계학술발표대회
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    • pp.351-354
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    • 2011
  • This paper discusses on facial features extraction based on proposed skin color model. Different parts of face from input image are segmented based on skin color model. Moreover, this paper also discusses on concept to detect the eye and mouth position on face. A height and width ratio (${\delta}=1.1618$) based technique is also proposed to accurate detection of face region from the segmented image. Finally, we have cropped the desired part of the face. This exactly exacted face part is useful for face recognition and detection, facial feature analysis and expression analysis. Experimental results of propose method shows that the proposed method is robust and accurate.

Gabor 특징과 FloatBoost 학습을 이용한 고속 표정인식 (Fast Facial Expression Recognition Using Gabor Feature and FloatBoost Learning Algorithm)

  • 정광희;민부천;김중규
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2007년도 춘계학술발표대회
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    • pp.727-730
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    • 2007
  • 본 논문은 Gabor 특징과 FloatBoost 학습을 이용한 효과적인 표정 인식 방법을 제안한다. 제안된 방법은 FloatBoost 알고리즘에 의해 각 표정 단위로 최적의 Gabor 특징을 학습하고 입력 영상으로부터 학습된 각 표정에 대한 Gabor 특징들의 조합을 비교하여 표정을 효과적으로 인식한다. 실험을 통해 제안된 방법의 성능 및 효율성의 우수함을 확인 할 수 있다.

$H_2O_2$에 의한 결막 세포주의 세포고사에서 녹차추출물 EGCG의 보호효과 (The Protective Effects of EGCG Extracted from Green Tea on Apoptosis Induced by$H_2O_2$ in Conjunctival Cell Lines)

  • 박수경;채수철;고은경;유근창;김재민;나명석;이종빈
    • 한국안광학회지
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    • 제13권3호
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    • pp.95-101
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    • 2008
  • 목적: 활성산소종의 하나인 $H_2O_2$는 DNA, RNA에 직접적인 손상을 주어 유전자를 변형시키고 세포고사를 일으켜 각종 질환을 일으키는 발병인자로 알려져 있다. 본 연구는 결막 세포주에서 일어나는 $H_2O_2$에 의한 세포고사에서 EGCG의 보호효과를 알아보고자 실험하였다. 방법: 세포의 생존율은 MTT assay로 확인하였고, 세포고사의 형태적인 특징은 DNA 단절화을 통해 확인하였으며, EGCG의 자유라디칼 제거능력을 측정하기 위해 DPPH free radical 소거능을 실시하고, 세포내 활성산소량의 평가를 위한 DCFH-DA assay를 시행하였다. 세포내의 mRNA 발현은 RTPCR을 시행하여 밴드 양상을 확인하였다. 결과: 세포생존율과 프리라디칼 소거능은 EGCG의 처리 농도 의존적으로 증가하였고, DNA 분절화와 세포내 활성산소량은 감소하였다. mRNA 합성에서 bcl-2, bcl-xL의 발현은 증가하였고, bax 발현은 감소되었다. 결론: EGCG는 $H_2O_2$로 세포고사를 유도한 결막 세포주에서 항산화효과를 나타냈으며, EGCG가 anti-apoptosis 관련한 mRNA의 발현을 증가시켜 결막 세포주의 산화적 손상을 억제함으로서 세포보호효과를 나타냈음을 확인할 수 있었다.

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디지털시대의 감성 표현에 관한 연구 (The Trends of Emotion Expression in Digital Times)

  • 호윤정
    • 조형예술학연구
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    • 제8권
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    • pp.241-266
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    • 2005
  • Current information-oriented society is expanding rapidly with the huge change to our society from the information revolution emerged in mid '50s. Information technique such as computer, communication satellite and cable technology play their in this information-oriented society, and in 1980s, digital technique was adopted to media, inviting new phenomenon in communication of overall society. Expectations and hope for new trends and changes from digital era flourished when we entered into new Millenium, the 21st century. Since then we have gone through changes in years from analogue to digital. Now the word 'digital' is conceived in unified manner in almost every fields and influences overall society, changing our life pattern rapidly. Modern society had demanded some speedy and bidirectional communication tool in shifting digital era, and resulted from that was a new culture, Now the society changes more and more quickly under the speedy information sharing. From that perspective we need to establish the aspects of sensibility expression, which is one feature of the communication. The sensibility-oriented digital was originated from the human nature, which counts emotion and composure much. To satisfy the human nature a new cultural value which transcend a traditional one is needed. And the sensitivity expression to meet the need is one communication tendency in digital era. Digital era has totally different social qualities from that of analogue era. In digital era, prompt respond to rapid change and creativity combined with sensitivity are needed. Therefore a man with sensitivity would be more outstanding than a man of intelligence. The picture of digital and analogue in our society consists of two axis one is analogue axis like retrospective trend, admiration for nature , oriental thought etc. , and the other is the digital axis of internet and information technology. Sensibility can be widely interpreted as analogue thinking. It is surely different from the plain retrospective trend or nostalgia for past. It is a tendency that digital technology is used and cooperated with the emotion in human nature, In this paper we suggest the sensitivity expressions in detail through the study cases including both sides of digital and sensitivity expressions such as 'Bravo your life' advertising campaign of Samsung Insurance, MP3 advertising campaign, and 'Mini-homepage' of Cyworld. Under the circumstances the main direction of communication is oriented to human. This study's purpose is to think the true meaning of this digital era, to overcoming its weaknesses, such as over-dependency on technique and selfish individualism and to harmonize digital and sensitivity expression. The sensitivity-oriented expression than the reason-oriented one is expected to be put forth in whole media, and this is a more efficient tendency under the shifting digital era.

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위암 환자의 Urokinase Plasminogen Activator Receptor 유전자의 발현양상 (Urokinase Plasminogen Activator Receptor Gene Expression and Clinico-Pathologic Feature in Gastric Cancer Patients)

  • 김용길;이경희;김민경;이재련;현명수;김상훈;김희선
    • Journal of Gastric Cancer
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    • 제4권4호
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    • pp.207-212
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    • 2004
  • 목적: 고형암이 주위조직으로의 침윤과 타장기로의 전이에는 단백분해효소의 활동이 필요하다. Urokinase type plasminogen activator (uPA)는 serine proteinase의 하나로 세포주의 단백분해와 혈관형성에 중요한 물질로서 고형암의 침윤과 전이에 중요한 역할을 한다. uPA는 유방암, 폐암, 방광암, 위암, 직장결장암, 난소암, 및 연조직 육종에서 중요한 예후지표로 알려져 있다. 본 연구에서 저자들은 위암 조직과 정상 점막에서 uPAR유전자의 발현양상에 대해서 조사하고 기존에 알려진 예후인자와의 연관성을 비교 분석하여 향후 중요한 분자학적 치료 target으로의 역할로서의 의의를 살펴보고자 한다. 대상 및 방법: 1997년 5월 이후 위암으로 진단되어 근치적 혹은 고식적 위장절제술을 시행한 위암 환자 35명을 대상으로 하였다. Northern blot analysis와 RT-PCR을 통해 uPAR mRNA의 발현을 확인하였으며, RNA추출을 위한 재료는 위장절제술 직후 종양조직과 동결절편 생검상 종양세포가 없는 것으로 확인된 부위의 정상 위암 조직을 동일 환자로부터 추출하였다. 이들 환자의 육안적 소견, 조직학적 소견, 생존율 등은 내시경과 수술보고서 병리보고서, 병록지 등을 참고하였다. 결과: uPAR mRNA의 expression과 환자의 예후와의 관계를 평가하기 위해서, gene expression과 이미 확립된 clinicopathologic prognostic와의 관계를 비교하였다. 이러한 factor를 중에서 uPAR mRNA expression은 림프절 전이 여부 (P=0.03), TNM stage (P=0.01)와는 일정한 연관성이 있음을 보였으며, 나이나 성별, 종양크기, histologic type, Lauren classification, Ming classification, serosa invasion, vascular invasion, lymphatic vessel invasion, Neural invasion, omental invasion, macroscopic type와는 상관관계를 보이지 않았다. 결론: 종양 세포에서 uPAR를 평가하는 것은 위암의 예후 뿐만 아니라 질병의 재발을 예측하는데 사용될 수 있을 것으로 생각된다.

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