• 제목/요약/키워드: Color Spaces

검색결과 200건 처리시간 0.028초

일반화 능력이 향상된 CNN 기반 위조 영상 식별 (CNN-Based Fake Image Identification with Improved Generalization)

  • 이정한;박한훈
    • 한국멀티미디어학회논문지
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    • 제24권12호
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    • pp.1624-1631
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    • 2021
  • With the continued development of image processing technology, we live in a time when it is difficult to visually discriminate processed (or tampered) images from real images. However, as the risk of fake images being misused for crime increases, the importance of image forensic science for identifying fake images is emerging. Currently, various deep learning-based identifiers have been studied, but there are still many problems to be used in real situations. Due to the inherent characteristics of deep learning that strongly relies on given training data, it is very vulnerable to evaluating data that has never been viewed. Therefore, we try to find a way to improve generalization ability of deep learning-based fake image identifiers. First, images with various contents were added to the training dataset to resolve the over-fitting problem that the identifier can only classify real and fake images with specific contents but fails for those with other contents. Next, color spaces other than RGB were exploited. That is, fake image identification was attempted on color spaces not considered when creating fake images, such as HSV and YCbCr. Finally, dropout, which is commonly used for generalization of neural networks, was used. Through experimental results, it has been confirmed that the color space conversion to HSV is the best solution and its combination with the approach of increasing the training dataset significantly can greatly improve the accuracy and generalization ability of deep learning-based identifiers in identifying fake images that have never been seen before.

기계시각장치에 의한 토마토 작물의 병해엽 검출 (Machine Vision Based Detection of Disease Damaged Leave of Tomato Plants in a Greenhouse)

  • 이종환
    • Journal of Biosystems Engineering
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    • 제33권6호
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    • pp.446-452
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    • 2008
  • Machine vision system was used for analyzing leaf color disorders of tomato plants in a greenhouse. From the day when a few leave of tomato plants had started to wither, a series of images were captured by 4 times during 14 days. Among several color image spaces, Saturation frame in HSI color space was adequate to eliminate a background and Hue frame was good to detect infected disease area and tomato fruits. The processed image ($G{\sqcup}b^*$ image) by OR operation between G frame in RGB color space and $b^*$ frame in $La^*b^*$ color space was useful for image segmentation of a plant canopy area. This study calculated a ratio of the infected area to the plant canopy and manually analyzed leaf color disorders through an image segmentation for Hue frame of a tomato plant image. For automatically analyzing plant leave disease, this study selected twenty-seven color patches on the calibration bars as the corresponding to leaf color disorders. These selected color patches could represent 97% of the infected area analyzed by the manual method. Using only ten color patches among twenty-seven ones could represent over 85% of the infected area. This paper showed a proposed machine vision system may be effective for evaluating various leaf color disorders of plants growing in a greenhouse.

엔터테이먼트 공간에 나타나는 유희적 표현에 관한 연구 - 클럽 공간을 중심으로 - (A Study on the Entertaining Expressions in the Spaced for Entertainment - With a Focus on the Club Environment -)

  • 김혜현;윤갑근;문혁;서수미
    • 한국실내디자인학회논문집
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    • 제20권5호
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    • pp.42-50
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    • 2011
  • In the 21st century, people began to pay more attention on the culture, and the chances for them to participate in the cultural lives also increased. The spaces for entertainments can also be deemed as the center of the cultural contents. The entertainment is, in consideration of its definition by the literal meaning and the origin of the word itself, 'an act that entertains, or any artificial creation that is designed to give entertainment with a view to relieve the subjects from the burdens they have as they live.'Of the modem entertainment spaces, the one with the most profound visual manifestation of the entertainment element is the club. The purpose of this study is to examine the influence from the entertaining element manifested in the club spaces. Only until a few years back, the club spaces were deemed with negative impressions that comes with the more negative side of the entertaining world. But, recently such negative impressions are lift off considerably, and the club spaces are regarded with positive impressions as to be the kind of place where the young people can enjoy performances and other kind of culture in healthy atmosphere. In Chapter 2, we will examine the entertainment and the nature of the pleasure it gives, as well as the correlation between the entertaining environments and the pleasure they give. In chapter 3, the entertaining elements within such contexts are classified into the experience, form, color, objects, and the lightings and examine the characteristics of each of them. Also, the influences of these elements to the entertaining environment will be reviewed. In the case study in chapter 4, 9 overseas and domestic club spaces that were introduced in 'Interior World' magazines, that is, in the issues that are focused on 'Entertainment,'such as Issue 59, 68, and 79. As a result of the analysis, the influences of the entertaining, or pleasing, elements were discovered. The particular expression characteristics of the pleasing designs in the club spaces are, namely, the form elements, material elements, color elements, objects elements, and the lighting elements. As the society changes and the cultural level goes up, the club spaces are required to adopt more changes. Therefore, the pleasing elements of the space should receive further emphasis. These elements will act as a trend in the space and make the people appreciate the space more refreshing.

상업시설 지하주차장의 CPTED계획요소에 관한 연구 - 대형마트와 백화점, 복합상업시설 지하주차장 현장조사 - (Crime Prevention Through Environmental Design of Underground Parking in Commercial Facilities - Field survey of Underground Parking Spaces in Department stores, Large Discount Mart and Mixed Used Commercial Facilities -)

  • 민영희;권주영;하미경
    • 한국실내디자인학회논문집
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    • 제25권3호
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    • pp.129-137
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    • 2016
  • Dark and desolate underground parking spaces in commercial facilities are optimal spaces for crime. First, this study reviewed 15 precedent CPTED guidelines and related literatures, and as a result extracted 45 CPTED planning criteria for underground parking facilities. Secondly by field survey, we investigated six parking spaces in commercial facilities whether they were planned properly based on 45 checklist items, in six categories of CPTED principles. In result, target facilities showed average 46.8% relevance ratio, which means less than a half of 45 items of CPTED planning factors were not applied. Guidelines suggest desirable illuminance level of more than 100 lux, however the measurement of illuminance levels in some parking spaces showed below 50 lux. Relatively department stores were keeping CPTED guidelines better than large discount mart and mixed used facilities. Definition of territory of loading dock and customer area should be clarified, clear signage and color scheme in different zones should be represented with higher level of territorial responsibilities and surveillance in mixed used facilities for further improvement.

상업공간 플라워 디스플레이의 계절별 색채이미지에 관한 연구 (A Study on Seasonal Color Image of Flower Display in Commercial Spaces)

  • 양희선;왕경희;김정민
    • 한국화예디자인학연구
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    • 제43호
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    • pp.3-17
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    • 2020
  • 국내외 대표적 상업공간인 백화점과 호텔, 판매장의 플라워 소재를 사용한 계절별 디스플레이 사례의 색채분석과 설문조사를 통해, 플라워 디스플레이를 진행하는 과정에서 소재의 출시 계절, 형태, 질감에 의존하던 기존의 방식에서 벗어나 계절에 적합한 배색과 감성형용사를 적용한 색채계획 필요성을 인식하고 효과적인 배색을 적용하도록 하는데 있다. 연구방법은 수집한 48개의 국내외 상업공간 플라워 디스플레이 사례에 사용된 색채를 분석하였다. 이를 토대로 1차 전문가 설문을 통해 사례에서 연상되는 형용사 추출 및 계절감 좌표를 수집한 뒤 2차 일반인 설문으로 추출한 감성형용사의 적합성을 검토하였다. 봄, 여름, 가을, 겨울의 대표적인 색상, 톤을 추출하였고 계절별 감성형용사 언어도 알아보았다. 이러한 결과를 바탕으로 플라워 소재의 형태나 질감에만 의존하여 진행되던 플라워 디스플레이에서 색채계획이 선(先) 진행되어야 목적한 감성디자인을 연출할 수 있다는 것을 알 수 있었다.

칼라특징공간별 슈퍼픽셀의 특성비교 (A Comparison of Superpixel Characteristics for Color Feature Spaces)

  • 이정환
    • 한국정보통신학회:학술대회논문집
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    • 한국해양정보통신학회 2011년도 추계학술대회
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    • pp.915-917
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    • 2011
  • 본 논문에서는 칼라특징공간별로 슈퍼픽셀의 특성을 비교하였다. 슈퍼픽셀은 특성이 비슷한 인접 화소들을 묶어서 하나의 큰 화소로 취급하는 것으로 고속영상처리 및 인식을 위해 사용한다. 본 연구에서는 칼라특징공간별로 슈퍼픽셀을 구하여 각각의 특징을 비교하고자 한다. 비교할 특징은 슈퍼 픽셀의 중요한 특징인 밀집성(compactness)사용한다. 실험에 사용한 영상은 버클리대학교의 영상분할 데이터베이스인 BSD-300영상을 사용하여 실험하였다.

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미국 양로시설 실내의 색채적용 평가 - 4개 지역 10개 시설을 중심으로 - (Analysis of Interior Color Status in Assisted Living Facilities for the Elderly - Focused on the 10 Facilities of 4 states in America -)

  • 천진희
    • 한국실내디자인학회논문집
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    • 제41호
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    • pp.215-225
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    • 2003
  • The residential and welfare facilities for the elderly are continuously increasing due to change of value on family under situation of aging population increase. And it is predicted that accommodation capacity of facilities for the elderly and its rate those facilities takes compared to whole social welfare facilities will be accelerated considering past increase speed. On the other hand, about 60% of the elderly have low physical and mental level almost close to disabled people therefore special environmental concerns helping their independent living are necessary. Among them, color application is one of the most important factors for smooth understanding, communication and psychological remedy effect for them. The purpose of this study is to analyze the interior color status in assisted living facilities for the elderly in America which is a leading country in terms of the understanding and policy for the elderly as a part of the research project to suggest the developed solution about the Korean residential welfare facilities for the elderly For this purpose, not only importance and effect of color and visual characteristics and reaction to color in elderly environment but also general concept and policy of the ‘assisted living facility’ in America were researched through documents review. And measuring of color on 5 main spaces such ; lobby/lounge, corridor, dining room, bedroom, stairway/ramp of the 10 facilities in America were performed under analysis of its functional and aesthetic level based on Moon & Spencer's color theory.

CCM을 이용한 변퇴색 견뢰도 등급의 판정 및 New Fastness Formula에 관한 연구 (A Study on the Measurement of Colour Fastness by CCM and New Fastness Formula)

  • 홍민기;박주영;박영미;구강;허민우;김삼수
    • 한국염색가공학회지
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    • 제18권2호
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    • pp.15-23
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    • 2006
  • A new fastness formula based on CIEDE2000 color-difference formula is developed by B. Rigg and his coworkers. It is very simple to calculate fastness grade for color change than ISO 105-A05 fastness formula based on CIELAB color-difference formula. Sample pair sets which cover a wide range color space were accumulated from NCS(Natural Color System) color book. For those sample pair sets, visual measurement experiment and instrument measurement experiment of fastness grade were carried out and each performance of ISO 105-A02 fastness formula and newly developed fastness formula was compared through degree of agreement for visual measurement result. Newly developed fastness formula indicated improved performance for measuring fastness grade but current ISO fastness formula for assessing change in color, ISO 105-A05, was confirmed that it's performance is inadequate to measure fastness grade. Then fastness formulae were examined more closely according to particular color spaces and the correlation of hue, lightness and chrom for measuring fastness grade was also considered in this study.

조명 시뮬레이션을 위한 측광데이터의 생성과 적용 (A Study on the Generation and Application of Photometric Data for Lighting Simulation)

  • 홍승대
    • 한국디지털건축인테리어학회논문집
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    • 제6권2호
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    • pp.25-30
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    • 2006
  • The purpose of this study was to investigate how student felt the strengths and shortness of presentation methods for formation of interior spaces. For this study, the process of the interior architecture design class was divided into three stages: the programming. the design development, and the design completion. In the design development stage, students used presentation methods: hand sketch, scale model, computer modeling, and virtual realty. The strengths of hand sketch was that quick expression. Models provided three-dimensional feelings. Computer modelling provide realistic color and texture. Virtual reality provided three-dimensional immersion and real scale. It is effective that students collect brain storm images using quick hand sketch in the beginning of design development stage. After that, they compose interior spaces in study models with small scale. Watching the models, they design details of spaces by using hand sketch and computer modelling. Using virtual reality, they can check the scale and circulation. Finally, they complete computer modelling by texture mapping and check the final design in virtual reality.

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Color Morphological Pyramids를 이용한 이미지 분할 (Image Segmentation Using Color Morphological Pyramids)

  • 이석기;최은희;김석태
    • 한국정보통신학회논문지
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    • 제6권5호
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    • pp.789-795
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    • 2002
  • 컬러 이미지는 Gray Scale 이미지와는 달리 3가지 채널의 조합으로 이루어지고 방대한 정보량 때문에 효과적인 이미지 분할이 어렵다. 본 논문에서는 범용성 있는 Color Morphological Pyramids(CMP)구조를 제안하고, 그를 이용한 이미지 분할을 보인다. 이미지 피라미드 구조는 최초 이미지의 반복적인 필터링과 샘플링에 의해 면적비가 $2^{\int}({\int}=1,2,....,N)$이 되는 순차적 이미지 계열이다. 본 방법에서는 CMP를 이용하여 RGB, HSI, CMY 등의 컬러 공간에서 연속적인 필터링 처리로 불필요한 크기의 물체 및 잡음을 제거하고, 다운샘플링과정으로 해상도를 낮춰준다. 생성된 CMP에서 인접 레벨 이미지간에는 이웃한 픽셀 벡터간의 상대거리를 이용한 연결식을 사용하여 새 레벨의 이미지를 생성한 후 이를 이미지 분할한다. 이미지 분할실험을 통하여 본 방법의 유효성을 검증한다.