• Proceedings of the Korean Society of Broadcast Engineers Conference
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• 2022.11a
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• pp.171-174
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• 2022

Weakly-supervised learning is a widely adopted approach in video anomaly detection whereby only video labels are utilized instead of expensive frame-level annotations. Since the success of multi-instance learning (MIL), almost all recent approaches are based on maximizing the margin between the set of abnormal video snippets and those of normal video snippets. In this work, we present a simple contrastive approach for weakly supervised video anomaly detection (WS-VAD) with aims to enhance the performance of existing models. The method is generic in nature and introduces a loss function to encourage attraction of output features from the same video class and repel those from different video classes. Experimental results demonstrate our method can be applied to existing algorithms to improve detection accuracy in public video anomaly dataset.

• Proceedings of the Korean Society of Broadcast Engineers Conference
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• 2022.11a
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• pp.145-148
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• 2022

준지도학습 기반의 동영상 이상행동감지는 구하기 어려운 프레임 단위 레이블이 필요하지 않아 더 많은 동영상을 학습에 활용 가능한 장점이 있어 관련 연구가 활발히 진행되고 있다. 최근 제안된 기법들은 주로 UCF-Crime 이라는 실제 CCTV 동영상 데이터셋을 활용하고 있는데, 본 데이터셋은 학습 영상과 테스트 영상에서 이상행동 클래스 별 분포도가 균등하지 않다. 본 연구에서는 해당 불균형으로 인해 학습 모델이 특정 행동 클래스에 과적합될 수 있음을 보이며, 이러한 불균형을 해결하기 위해 Class-Balanced Multiple Instance Learning Loss 를 제안한다. 이를 통해 기존에 특정 클래스에 편중되었던 모델이 이상행동 종류에 좀 더 균등한 성능을 낼 수 있음을 보여준다. 특히 단순히 클래스별 정확도가 제로섬(zero sum)으로 증감하는 것이 아니라 전체적인 이상행동 판별 정확도 또한 향상됨을 실험 결과를 통해 확인할 수 있다.

• The Korean Journal of Mycology
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• v.50 no.1
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• pp.1-29
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• 2022

Hypocreales is one of the largest orders within the class Sordariomycetes in Ascomycota. Several species of this order are cosmopolitan and have a broad range of habitats. Here, we isolated several fungal strains from environmental samples, including freshwater sediment and plant litter. The strains were identified via molecular and phylogenetic analyses of rDNA and other DNA markers, such as TUB, RPB2, and EF1. The morphological characteristics of the fungi were investigated using microscopy, and culture characteristics were assessed from their growth on several media. We identified 17 species previously unrecorded in Korea: Dactylonectria hordeicola, Flavocillium bifurcatum, Fusarium luffae, Ilyonectria ilicicola, Ilyonectria qitaiheensis, Ilyonectria robusta, Lecanicillium aphanocladii, Nectria ulmicola, Neonectria lugdunensis, Ovicillium oosporum, Pseudonectria foliicola, Sarocladium spinificis, Scolecofusarium ciliatum, Trichoderma appalachiense, Trichoderma subviride, Trichoderma taiwanense, and Trichoderma tsugarense.

• Proceedings of the Korean Society of Broadcast Engineers Conference
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• 2020.11a
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• pp.333-337
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• 2020

현재 많은 교육기관에서 활용되고 있는 교수학습지원시스템의 기능 부족과 교육환경에 부합하지 못해 낮은 이용성을 보이는 부분을 보완하여 일반적인 강의 형태를 일반형, 참여형, 실습형 등으로 세분화하여 수업의 형태에 필요한 기능을 개발하여 정적인 수업의 형태에서 교육자와 학생들 사이에 소통할 수 있는 환경을 구성하였고, 더 나아가 PC, 스마트폰, 태블릿 등 다양한 기기에서 접근 및 사용을 할 수 있는 웹을 기반으로 서비스를 제작하여 공간에 제약 없이 교육자와 학생의 효과적인 교육환경을 제공한다. 개발 과정에서 다양한 스타트업에서 이용되는 Django와 많은 사용자가 확보된 Javascript을 이용해 개발 기간 단축하였다. 또한 웹소켓(Websocket)을 이용해 최소한의 데이터 통신으로 빠른 실시간 통신을 구현하였고, 다양한 브라우저에 대응할 수 있도록 웹 표준을 준수하였다. 서버의 경우에는 아마존 웹 서비스(AWS)를 활용하였고, Linux 환경에서 동작 컨테이너화를 통해 보안성을 확보하였다.

• Proceedings of the Korean Society of Broadcast Engineers Conference
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• 2020.11a
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• pp.103-105
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• 2020

본 논문에서는, 영상 분류 문제에서 손실 값 계산 시 정답 부류를 제외한 나머지 부류에서 우세한 결괏값이 나오지 않도록 평활화하는 보조적인 손실함수를 고안한다. 합성곱 신경망 구조를 이용해 학습이 진행되면 손실함수가 작아지는 방향으로 가중치가 갱신되기 때문에, 정답을 제외한 나머지 부류들의 결괏값은 줄어든다. 하지만, 정답을 제외한 나머지 부류들 사이의 상대적인 값이 고려되지 않고 손실함수가 줄어들기 때문에 값들은 균일하지 않게 되고, 정답 부류와 유사한 특징을 가진 부류들의 값이 상대적으로 커지게 된다. 이는 정답 부류와 나머지 부류 중 가장 값이 큰 부류 사이에 공통의 특징을 공유한다고 생각할 수 있다. 정답 부류만이 가지고 있는 고유의 특징을 추출하지 못하고, 다른 부류도 가지고 있는 특징의 흔적이 남아있게 됨으로써 테스트 시 소스 도메인과 전혀 다른 도메인의 영상이 보일 때 그러한 특징이 부각 되어 부정확한 결과를 초래하게 된다. 본 논문에서는 단순한 손실함수의 추가로 도메인이 다른 환경에서 기존의 연구보다 좋은 분류 결과를 보여주는 것을 실험을 통해 확인하였다.

• Journal of the Korean BIBLIA Society for library and Information Science
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• v.17 no.2
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• pp.5-22
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• 2006

A cultural classification and a culture contents industrial classification are the basic tools for cultural policies, cultural supporting, cultural statistics, and evaluations and there is a cyclic processes among them. This study finds out the varieties and short time changes of cultural categorization in laws, statistics, indexes, evaluations, research reports. As a result, colon style new cultural classification is suggested which used networks, media, genre, and cultural comparts as principles.

• Communications of Mathematical Education
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• v.29 no.3
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• pp.441-463
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• 2015

The big issue of mathematics education in 2009 revised curriculum is to introduce story-telling in math textbook and to aim toward the math that students can learn easily and interestingly. Therefore, this study examine the perception of middle school teachers in working with story-telling, analyze actual utilization of story-telling in class and provide the basic materials for effective practical application. After making questionnaires to check the real conditions of the story-telling and asking math teachers in charge of the first and second graders, this research came to the conclusion as follows. First, the teachers who took part in this research showed positive perception in story-telling textbook the practical use of a variety of materials and the improvement of thinking faculty and creativity. Second, math teachers made use of a variety of storytelling data and especially reflection media in class, but this was limited in introductory part. Mathematic concept was delivered mainly through the activities of exchanging questions and answers between the teachers and students. Third, students showed positive reaction about story-telling class on the whole. For example, they understood the concept easily and they could apply it in real life. However, story-telling failed to bring the attention and interest of math itself. Therefore, teachers' ability is needed in the way that math knowledge and concept should be formed and expressed interestingly.

• Korean Journal of Health Education and Promotion
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• v.17 no.1
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• pp.131-154
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• 2000

This study was conducted to provide basic data for development of public information program and public policy which could prevent the medicine abuse in Korea, examining the level of knowledge of medicine and its related factors. Data were collected from the 2,011 residents who live in mtropolitan cities, large-sized cities, small and medium cities, and small towns The results of this study are summarized as follows. 1) In case of purchasing of medicines in pharmacy, 67.3％ of the respondents chose the medicines through recommendations of the professionals such as pharmacists and doctors, while 32.7％ of the respondents chose the medicine through self-judgement, advertizing, or recommendation of relative. 2) 64.7％ of the respondents obtained the information on medicines through TV. It appeared to be higher in the groups of female of the twenties, the unmarred, a brother and sister threesome, highschool graduates, housewives, residents in small and medium cities, atheists, and the middle class, displaying the significant difference from the other groups. 3) 40.5％ of the respondents recognized the side effect of the medicine when they took the medicine, while 34.4％ did not recognize it. The rate of experience in the side effect was 39.7％. The informations on the medicine abuse and the risk of addiction were obtained through broadcast media (47.9％), publications (12.1％), and health professionals (11.6％). 4) 81.1％ of the respondents experienced taking of the fatigue relieving medicine. The experience in taking of the fatigue relieving medicine appeared to be higher in the groups of the forties. the married. a brother and sister threesome. highschool graduates. persons engaging in farming, livestock raising, and forestry, the residents in small towns, and Christians. Each group displayed the significant difference from the other groups. 5) According to the level of knowledge of medicines, the respondents marked average 11.7 ± 3.76 points on the base of 24 points. It appeared to be higher in the groups of female of the twenties, a brother and sister foursome, college graduates, teachers, Catholics, and the middle class, displays the significant difference from the other groups. 6) According to the experience in taking of health medicine and health food, 81.1％ of respondents had the experience in taking ‘the fatigue relieving medicine’; 72.4％ ‘carrot or vegetable juice’; 69.5％ ‘ginseng’; 63.0％ ‘mushroom’; 42.5％ ‘dog meat’; 38.0％ ‘aloe’; 36.4 ‘deer antlers’; 11.4％ ‘snake’; 2.0％ ‘the penis of a fur seal’. 7) The factors influencing the level of knowledge of medicine include experiences in taking of the tonic, the fatigue relieving medicine, and the nutritive medicine, economic status, the number of brothers and sisters, education level, marital status, father's education level, and age. The factors influencing the experience in side effect of medicine are experiences in taking of the fatigue relieving medicine, the nutritive medicine, and the tonic, sex, age, education level, father's education level, marital status, economic status, religion, and the number of brothers and sisters. In conclusion, it is estimated that the level of knowledge of medicines is significantly low in Korea. Especially, it is found out that workmen, students, the upper class, the class of low education level, and persons engaging in farming, livestock raising, and forestry neglect importance of knowledge of medicine. Therefore, it is necessary for public authority, associations related, and health professionals to develop programs for public information and education to help people obtain basic knowledge of medicine.

• Journal of the Korean Society for Library and Information Science
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• v.15
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• pp.119-140
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• 1988

This paper is the study on the Medium Designator in Non-book materials. Main contents of this study were as follows; 1. The medium designator serves to indicate the class of material to which an item belongs. This is used to give an 'early warning' ;to the catalogue user. 2. This medium designator may be further divided into two elements ; a general material designation (GMD), for example video-recording, and a specific material designation (SMD), for example, videodisc. 3. GMD: In cataloging, a term indicating the broad class of material to which a bibliographic item belongs, such as 'motion picture', and SMD : In descriptive cataloging, a term indicating the special class of material (usually the class of physical object) to which a biblographic item belongs, such as videocassette. 4. Locating the medium designator after the title proper was not prescribed until ISBD(G) and AACR2. In pre-ISBD(G) codes, the ,early, warning type of medium designator was placed after all title information. But in AACR2, the medium designator is placed after the title proper, but before parellel title and other title information. 5. In Terminology, Two separate lists of designations are given in AACR2, l.1C1, one for British and one for North American use. The British list contains fewer terms, and uses generic categories to group together some of the North American list. 6. The problem of where to place the medium designator might be circumvented by using some kind of early alerting device other than a formal element of biblliographic description. Various alternatives have been suggested. A more popular device is the provision of symbols or 'media code' which are part of the call number and indicate the porticular medium type. 'Colour-coding' the use of used by some libraries but is now longly discouraged. 7. According to Frost. The medium designatorhas been generally reeognized as serving three functions; 1) as a statement of the nature or basic format of the item cataloged and thus as a meant of informing the user as to the type of material at hand; 2) as a description of the physical charaetistics of medium and as a means of alerting the user to equipment needed to make use of the item. 3) as a device to distinguish different physical formats which share the same title. 8. AACR2 raises some problems which decision makers have neet had to face preriously It provides a GMD for every item in the collection including books and it makes the application of any or all GMD's optional.

• Journal of Broadcast Engineering
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• v.21 no.6
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• pp.929-943
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• 2016

This paper proposes the rate control algorithm based on the S-JND (Saliency-Just Noticeable Difference) model for considering perceptual visual quality. The proposed rate control algorithm employs the S-JND model to simultaneously reflect human visual sensitivity and human visual attention for considering characteristics of human visual system. During allocating bits for CTU (Coding Tree Unit) level in a rate control, the bit allocation model calculates the S-JND threshold of each CTU in a picture. The threshold of each CTU is used for adaptively allocating a proper number of bits; thus, the proposed bit allocation model can improve perceptual visual quality. For performance evaluation of the proposed algorithm, the proposed algorithm was implemented on HM 16.9 and tested for sequences in Class B and Class C under the CTC (Common Test Condition) RA (Random Access), Low-delay B and Low-delay P case. Experimental results show that the proposed method reduces the bit-rate of 2.3%, and improves BD-PSNR of 0.07dB and bit-rate accuracy of 0.06% on average. We achieved MOS improvement of 0.03 with the proposed method, compared with the conventional method based on DSCQS (Double Stimulus Continuous Quality Scale).