• Title/Summary/Keyword: 기초 이미지 조작

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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
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.12
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    • pp.167-174
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    • 2023
  • This paper attempted to improve the accuracy of the colorectal cancer diagnosis model using image data augmentation in convolutional neural network. Image data augmentation was performed by flipping, rotation, translation, shearing and zooming with basic image manipulation method. This study split 4000 training data and 1000 test data for 5000 image data held, the model is learned by adding 4000 and 8000 images by image data augmentation technique to 4000 training data. The evaluation results showed that the clasification accuracy for 4000, 8000, and 12,000 training data were 85.1%, 87.0%, and 90.2%, respectively, and the improvement effect depending on the increase of image data was confirmed.

A Study on Intelligent Image Database based on Fuzzy Set Theory (퍼지이론에 기초한 지적 감성검색시스템에 관한 연구)

  • 김돈한
    • Archives of design research
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    • v.14 no.4
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    • pp.5-14
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    • 2001
  • Among Human Sensibility-oriented products a gap between the images that designers try to express through that product and users emotional evaluation becomes an issue. The data on the correlation between image words used for design evaluation and images used in the design process are especially significant. This study based on these correlations suggests a Fuzzy retrieval system supporting styling design with images and image words. In the system, the relational data are demonstrated by Fuzzy thesaurus as correlation coefficient from the degree of similarity among image words. And the degree of similarity is produced based on image evaluation. Image retrieval is conducted by the algorithm of Fuzzy thesaurus development, 1) among image words, 2) images to image words, 3) image words to images and 4) among images: 4 different modes are provided as retrieval modes. Also transfer between modes is carried by direct operating interface, therefore divergent thinking and convergent thinking is supported well. The system consists of operation for the gap and the measurement unit of emotional evaluation, and visualization units. Under unified interface environments are set in order for consistency of the operation.

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Hash 함수를 이용한 디지털 영상의 내용기반 인증방법

  • Im, Hyeon;Park, Sun-Yeong;Jo, Wan-Hyeon
    • Proceedings of the Korean Statistical Society Conference
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    • 2002.05a
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    • pp.119-125
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    • 2002
  • 우리는 본 논문에서 디지털 영상에 대하여 Hash함수를 이용한 내용기반의 안전한 워터마킹 인증기술을 제시하려고 한다. 허가되지 않는 이미지의 내용변경을 막기 위해 안전한 워터마킹 시스템을 개발하기 위하여 비밀키를 가지고 있는 Hash 함수가 사용되었고, 각 블록의 워터마크신호는 Hash함수의 출력결과를 Seed로 사용하여 의사난수를 발생시킨 값에 따라 생성되어진다. 이미지 기술벡터들은 블록기반 에지 이미지로부터 측정되는데 이 값들은 해롭지 않는 조작 등에 대해서는 쉽게 변화하지 않지만 고의적인 내용변경 등의 조작에 대해서는 이들 값들이 바꾸어지는 성질을 갖고 있다. 워터마크신호의 삽입은 블록기반 스펙트럼 방법에 기초를 두고 있으며 워터마크신호의 크기는 인지성과 강인성이 조화를 이루도록 AC 부 밴드의 지그재그 스캔라인의 DCT 계수들의 지역적인 통계량에 따라 조정되어진다. 또한 저작권인증의 확인을 위한 경계 값의 선택은 통계학적으로 분석되어진다. 수치적인 실험의 결과는 제안된 기술이 강력한 저작권인증의 수행을 위해서 매우 효율적인 것을 보여주고 있다.

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Development of a Compact Tactile Display Module and Its Application to a Haptic Stylus (소형 질감제시 모듈 개발 및 펜형 촉감 인터페이스)

  • Kyung, Ki-Uk;Park, Jun-Seok
    • 한국HCI학회:학술대회논문집
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    • 2007.02a
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    • pp.25-31
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    • 2007
  • 본 논문에서는 질감제시장치와 진동모터를 내장한 펜형 햅틱(haptic) 인터페이스에 대해서 기술한다. 본 연구의 목적은 다양한 장치에 적용할 수 있는 소형 질감제시 모듈을 제안하고, 개발된 모듈을 펜과 같은 모양의 인터페이스에 내장하여 그 성능을 검증하는데 있다. 본 연구의 수행을 위해 핀배열을 내장하고 있으며, 저전력, 저소음으로 동작하며, 수직방향으로 1mm이상의 변위를 일으키는 소형 질감제시 모듈을 개발하였다. 그리고 개발된 모듈은 PDA나 Tablet PC등에서 흔히 사용되는 스타일러스(Stylus)와 같은 펜모양의 인터페이스에 내장되었다. 펜형 인터페이스의 헤드부분에는 팬케익 모터를 내장하여 사용자에게 진동 촉감을 제공할 수 있도록 하였다. 개발된 펜형 인터페이스의 성능을 검증하기 위하여Mobile Tablet PC상에서 내장된 질감제시 모듈이 점자정보를 촉감으로 전달할 수 있는지에 관한 실험을 수행하였으며, 모든 실험은 그래픽 사용자 인터페이스(GUI)상에서 이루어졌다. 또한 모든 버튼 조작시 '클릭'하는 느낌을 재현하였다. 실험은 동시에 다양한 자극의 주파수와 시간의 변화 조건에서 시행되어 의도하는 촉감을 가장 잘 전달하는 자극방법에 관한 연구를 동시에 수행하였다. 또한 개발된 펜형 인터페이스를 이용하여 이미지와 함께 데이터 베이스화 되어있는 질감을 재현할 수 있는 방법에 관한 기초 연구를 수행하였다.

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A Proposed Private Blockchain System for Preserving Evidence of False Internet Communications (인터넷 허위통신 신고의 증거물 보존을 위한 프라이빗 블록체인 시스템 제안)

  • Bae, Suk-Min;Yang, Seong-Ryul;Jung, Jai-Jin
    • Journal of Convergence for Information Technology
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    • v.9 no.11
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    • pp.15-21
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    • 2019
  • Allowing only authorized users to record and inquire in the ledger, private blockchain technology is attracting attention from institutions and companies. Based on distributed ledger technology, records are immutable. Because news via the Internet can be easily modified, the possibility of manipulation is high. Some false communication report systems are designed to prevent such harm. However, during the gap between the false communication report and verification time, contents on the website can be modified, or false evidence can be submitted intentionally. We propose a system that collects evidence using a headless browser for more accurate false communication management, and securely preserves evidence through a private blockchain and prevents possibilities of manipulation. The proposed system downloads original HTML, captures the website as an image, stores it in a transaction along with the report, and stores it in a private blockchain to ensure the integrity from acquisition to preservation of evidence.

Two-Branch Classifier for Retinal Imaging Analysis (망막 영상 분석을 위한 두 갈래 분류기)

  • Oh, Young-tack;Park, Hyunjin
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2021.05a
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    • pp.614-616
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    • 2021
  • The world faces difficulties in terms of eye care, including treatment, quality of prevention, vision rehabilitation services, and scarcity of trained eye care experts. However, it is difficult to develop a method for classifying various ocular diseases because the existing dataset for retinal image disclosure does not consist of various diseases found in clinical practice. We propose a method for classifying ocular diseases using the Retinal Fundus Multi-disease Image Dataset (RFMiD), a dataset published in the ISBI-2021 challenge. Our goal is to develop a robust and generalizable model for screening retinal images into normal and abnormal categories. The performance of the proposed model shows a value of 0.9782 for the test dataset as an area under the curve (AUC) score.

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The Study of Usability Evaluation Method for the Mobile Internet GUI -Based on design evaluation method development for improvement of Emotional satisfaction- (모바일 인터넷 표준 GUI 개발을 위한 사용성 평가 기술 연구 -감성만족도 향상을 위한 디자인 평가 기술 개발을 중심으로-)

  • 김종덕;정봉금
    • Archives of design research
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    • v.17 no.1
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    • pp.253-264
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    • 2004
  • The final goal of this research is development of graphic design evaluation methodology in elevation of a usability at the mobile internet services and of measurement model which can forecast user needs in interface design, and systemize evaluation basis. For this, we systemize core contents of GUI design evaluation methodology and embodied UI design support system that supports prototype layout and evaluation process directly. The sight language that can inform flow of controled information by the quick and implicated method so that user may complete task in a short time without overload of recognition in limited display environment of Small Screen device it must improve objectivity in the reflection of UI design with image. Thus evaluation methodology that can evaluate usability of mobile internet systematically is important and specially, graphic design evaluation model which can forecast user's design need and trend is meaningful because of special quality that can reflect sensitive aspect of user in interface design. Mobile internet GUI was done by the result of this design evaluation, and I hope this result can be utilized for the GUI development of Ubiquitous environment for the future research.

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The Implementation of e-Learning System for the Dress Unit in the Subject of Technology & Home Economics in the Middle School (중학교 기술.가정과 옷차림 단원 학습을 위한 e-러닝 시스템 구현)

  • Lee, Young-Lim;Cho, Hyun-Ju
    • Journal of Korean Home Economics Education Association
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    • v.21 no.2
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    • pp.45-60
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    • 2009
  • This study is intended to implement an e-Learning system assisted class for the dress unit in the subject of technology & home economics in the middle school. This class is aimed at making teaching-learning in the dress unit effective, triggering students' interest in it, enhancing their understanding and offering basic materials for the e-Learning development about clothing instruction in the subject of technology & home economics. To make the concrete situational learning effective and provide realistic learning environments, learning contents were implemented so that the learners themselves could manipulate the contents by clicking. How to wear clothing according to learners' individuality was presented in order to trigger the learners' attention and motivation using the latest clothing pictures from the Internet shopping mall, and the dress fashion pictures of their peers. The result of this study can be summed up as follows. First, the implementation of learning materials with which simulation manipulation and visualization were possible could make the students reach the learning goals easily. Second, teaching-learning activity could be made more effective using audios, images and moving pictures rather than written texts. Third, learning the dress unit, which is especially related with a new fashion, made the most of the advantage of e-Learning by providing realistic and lively learning materials in a timely manner. And it triggered learners' motivation by providing pictures or moving pictures related with their real life. Based on these research results, this study suggests further research to develop e-Learning contents using various multimedia authoring tools as well as the ones applied to this study in learning the dress unit. It also suggests that the database of teaching-learning materials be constructed to securely prepare abundant instruction materials.

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Optimal Ambient Illumination Study for Soft-Copy Ultrasound Images (소프트 카피 초음파 이미지를 보기 위한 최적의 주변광 조도 연구)

  • An, Hyun;Lee, Hyo-Yeong
    • Journal of the Korean Society of Radiology
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    • v.13 no.2
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    • pp.209-216
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    • 2019
  • The purpose of this study was to suggest the optimum ambient illumination level for proper visualization in image inspection and reading on CRT and LCD monitors used for ultrasound and reading. The evaluators were divided into 4 groups: 20 (Ultra-sonographer: 20 groups (4 groups: ultra-sonographer, 1-5 years, 5 ultra-sonographers, 6 to 10 years, 5 ultra-sonographers, 11 to 15 years, The subjects were 32 questions. The evaluation method was image evaluation of ultrasonic soft copy images for 30 seconds per 10, 25, 100Lux ambient illumination. The evaluation results were evaluated as 6 points (Normal = Definitely no lesion), 2 points = possibly not a lesion, 3 points = probably not a lesion, 4 points = possibly a lesion, 5 points = probably a lesion, 6 points = Definitely a lesion). In this study, the results of ROC analysis according to ambient light illumination reading softcopy images used for lesion detection of all ultrasound images showed the highest sensitivity, specificity, and AUC results at 10Lux. It was found that optimal use of 10Lux for ambient light illumination would provide optimal detection of lesions in ultrasound soft copy images. Based on the future research data, it will be presented as basic data for designing ambient light brightness of ultrasound imaging laboratory and reading room.

The Definition of a Catastrophe as Trauma by Visual Media and the Resultant Problems: A Critical Analysis of the "Antimimetic Theory" (시각 미디어에 의한 대재앙적 사건의 트라우마 규정과 그에 따른 문제들 - "반모방 이론"에 대한 비평적인 분석을 통해서)

  • Seoh, Gil-Wan
    • Cross-Cultural Studies
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    • v.43
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    • pp.265-288
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    • 2016
  • This essay begins by discussing the issue of the definition of a catastrophe as a trauma by visual media and the problems that result. We assume a concrete approach towards these problems by examining the process through which 9/11 was defined as a "national trauma" in the exclusion of images of bodies falling from towers, which were some of the most shocking images in the media coverage of 9/11. The choice to exclude images of falling men from American visual media representations of 9/11 goes hand in hand with the tendencies of a contemporary trauma theory. This essay assumes that the representations in the U.S visual media depend on "antimimetic theory," one of the leading contemporary trauma theories, in order to validate its logic, and examines the limitations and problems of the theory. This work aims to examine the issue of the definition of a catastrophe as trauma by visual media on the basis on the "antimimetic theory" and the danger that results. Because the antimimetic theory, which the visual media in the United States uses to define 9/11 as trauma, emphasizes literal and unmediated representation of an external event, it lacks an understanding of the human aspects of the event. There is no way to intervene in the construction and interpretation of the trauma. As a result, the theory discourages active attempts to find a solution to the problems of the people directly connected with the event. Thus, it provides an opening for manipulative intervention of an external power. This essay attempts to provide a critical analysis of the "antimimetic theory" in order to help people who witness catastrophic events through various types of visual media, and to seek an alternative means of experiencing and responding to the trauma, that does not stem from the perspective of specific media outlets or external powers.