• 제목/요약/키워드: Basic Image Manipulation

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A Study on Improving the Accuracy of Medical Images Classification Using Data Augmentation

  • Cheon-Ho Park;Min-Guan Kim;Seung-Zoon Lee;Jeongil Choi
    • 한국컴퓨터정보학회논문지
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    • 제28권12호
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    • pp.167-174
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    • 2023
  • 본 연구는 합성곱 신경망 모델에서 이미지 데이터 증강을 통하여 대장암 진단 모델의 정확도를 개선하고자 하였다. 이미지 데이터 증강은 기초 이미지 조작 방법을 이용하여 뒤집기, 회전, 이동, 밀림, 주밍을 사용하였다. 본 연구에서는 실험설계를 위해 보유하고 있는 5000개의 이미지 데이터에 대해 훈련 데이터와 평가 데이터로 각각 4000개와 1000개로 나누었으며, 훈련 데이터 4000개에 대해 이미지 데이터 증강 기법으로 4000개와 8000개의 이미지를 추가하여 모델을 학습시켰다. 평가 결과는 훈련 데이터 4000개, 8000개, 12000개에 대한 분류 정확도가 각각 85.1%, 87.0%, 90.2%로 나왔으며 이미지 데이터 증강에 따른 개선 효과를 확인하였다.

복식에 표현된 몸의 재현성과 비재현성 - 보드리야르의 시뮬라시옹 이론을 바탕으로 - (Representation and Non-Representation of the Body in Fashion - Based on Simulation Theory by Jean Baudrillard)

  • 임은혁
    • 복식문화연구
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    • 제15권4호
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    • pp.604-619
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    • 2007
  • Aesthetic consciousness of the body determines the form of clothing, reflecting the time and culture as well as the individual and society. Using 'body' to analyze the clothing form, my study develops a framework by which to classify the representation and non-representation of the body in fashion. Theoretically, this study draws from Jean Baudrillard's Simulation theory which maintains that simulation develops the whole edifice of representation. My study substitutes the successive phases of the image to that of (non) representing body in fashion. The correspondences between them are; first, 'image is the reflection of a basic reality' for the representation of physicality, second, 'image masks and perverts a basic reality' for the manipulation of physicality, third, 'image masks the absence of a basic reality' for the absence of physicality, and fourth, 'image bears no relation to any reality whatever' for the absence of body in fashion. Aesthetic ideal of the body is visualized in the form of a dress. Fashion continues to explore forms and images that transcend the traditional representations of the clothed body. My study suggests a framework to analyze bodily representation in fashion, focusing on the relationship between the clothes and body.

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웹 기반 e-catalog 시스템에서의 e-catalog 관리자 개발 (Development of e-Catalog manager in Web-based e-Catalog System)

  • 장민제;박세형;하성도
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2003년도 춘계학술대회 논문집
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    • pp.885-889
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    • 2003
  • The e-catalog system consists of e-catalog database. e-catalog manager. and a web server, and provides e-catalog web service by displaying e-catalog documents that contain web 3D images. product specifications and manuals. Various web contents such as the 3D images of products, which offer basic viewpoints/movement handles and function simulations, product specifications, product manuals and product features, can be integrated into e-catalog documents in XML format through image manipulation and database connection by using the e-catalog manager tool. By reducing time and cost for publication and management of an e-catalog web service, the competitiveness of companies is expected to be intensified in the perspective of e-business activities.

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디지털 구내방사선사진에서 라인 프로파일을 이용한 인접면우증식의 인지 방법 (Detection method of proximal caries using line profile in digital intra-oral radiography)

  • 박정훈;최용석;김규태;황의환;이기자;최삼진;박헌국
    • Imaging Science in Dentistry
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    • 제39권4호
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    • pp.185-189
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    • 2009
  • Purpose : The purpose of this study was to investigate how to detect proximal caries using line profile and validate linear measurements of proximal caries lesions by basic digital manipulation of radiographic images. Materials and Methods : The X-ray images of control group (15) and caries teeth (15) from patients were used. For each image, the line profile at the proximal caries-susceptible zone was calculated. To evaluate the contrast as a function of line profile to detect proximal caries, a difference coefficient (D) that indicates the relative difference between caries and sound dentin or intact enamel was measured. Results : Mean values of D were $0.0354{\pm}0.0155$ in non-caries and $0.2632{\pm}0.0982$ in caries (p<0.001). Conclusion : The mean values of caries group were higher than non-caries group and there was correlation between proximal dental caries and D. It is demonstrated that the mean value of D from caries group was higher than that of control group. From the result, values of D possess great potentiality as a new detection parameter for proximal dental caries.

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