• Journal of information and communication convergence engineering
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• 제11권1호
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• pp.62-68
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• 2013

This paper proposes a method for identification of harmful video images based on the degree of harmfulness in the video content. To extract harmful candidate frames from the video effectively, we used a video color extraction method applying a projection map. The procedure for identifying the harmful video has five steps, first, extract the I-frames from the video and map them onto projection map. Next, calculate the similarity and select the potentially harmful, then identify the harmful images by comparing the similarity measurement value. The method estimates similarity between the extracted frames and normative images using the critical value of the projection map. Based on our experimental test, we propose how the harmful candidate frames are extracted and compared with normative images. The various experimental data proved that the image identification method based on the 2-dimensional projection map is superior to using the color histogram technique in harmful image detection performance.

• Journal of information and communication convergence engineering
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• 제21권1호
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• pp.75-81
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• 2023

Video platforms, including YouTube, have a structure in which the number of video views is directly related to the publisher's profits. Therefore, video publishers induce viewers by using provocative titles and thumbnails to garner more views. The conventional technique used to limit such harmful videos has low detection accuracy and relies on follow-up measures based on user reports. To address these problems, this study proposes a technique to improve the accuracy of filtering harmful media using thumbnails, titles, and audio data from videos. This study analyzed these three pieces of multimodal information; if the number of harmful determinations was greater than the set threshold, the video was deemed to be harmful, and its upload was restricted. The experimental results showed that the proposed multimodal information extraction technique used for harmfulvideo filtering achieved a 9% better performance than YouTube's Restricted Mode with regard to detection accuracy and a 41% better performance than the YouTube automation system.

• 한국멀티미디어학회논문지
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• 제15권5호
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• pp.577-586
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• 2012

급속한 인터넷의 발달로 등장하게 된 스마트폰은 여러 가지 긍정적인 모습으로 생활의 편의를 가지고 왔다. 하지만 최근 국내에서 스마트폰의 무분별한 유해물 노출은 사회의 이슈가 되고 있다. 이에 본 논문에서는 안드로이드 OS 기반에서 음향정보를 이용하여 유해동영상을 검출하는 서비스를 설계하고 구현 하였다. 안드로이드 OS기반의 유해동영상 검출 서비스를 구현하기 위해, 기존 음향기반 유해동영상 검출방법의 속도를 향상 시켰다. 검출기로는 GMM(Gaussian Mixture Model)을 사용하였으며, 검출기의 혼합(Mixture)의 수는 18개를 사용하였다. 구현된 서비스의 검출 결과, 일반 동영상 669파일(약 424시간), 유해동영상 541파일(약 263시간), 총 1,210(약 687시간)의 데이터에 대해 97.02%의 검출률로 기존 방법에 비해 검출률은 감소하지 않으면서 속도는 약 5.6배 향상 되었다.

• 대한음성학회지:말소리
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• 제63호
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• pp.139-151
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• 2007

As the Internet becomes prevalent in our lives, harmful contents, such as phornographic videos, have been increasing on the Internet, which has become a very serious problem. To prevent such an event, there are many filtering systems mainly based on the keyword-or image-based methods. The main purpose of this paper is to devise a system that classifies pornographic videos based on the audio information. We use the mel-cepstrum modulation energy (MCME) which is a modulation energy calculated on the time trajectory of the mel-frequency cepstral coefficients (MFCC) as well as the MFCC as the feature vector. For the classifier, we use the well-known Gaussian mixture model (GMM). The experimental results showed that the proposed system effectively classified 98.3% of pornographic data and 99.8% of non-pornographic data. We expect the proposed method can be applied to the more accurate classification system which uses both video and audio information.

• 한국전자통신학회논문지
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• 제16권1호
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• pp.175-182
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• 2021

본 논문에서는 오리와 같은 유해조류에 의한 양식장의 피해를 방지하기 위해서 머신러닝 기반 해상용 드론 개발을 목적으로 한다. 기존 드론은 공중에서 새와 충돌하거나 바다에 떨어지는 경우 유실되는 문제점을 해결하기 위해서 해상드론으로 개발하였다. 자율주행으로 작동하는 해상드론이 해상에 나타난 유해조류를 판단하기 위해 CNN기반 머신러닝 학습 알고리즘을 설계하였다. 유해조류의 위치 인식 및 추적을 위해 카메라에 라즈베리파이를 연결하여 관제 PC로 영상을 전송하도록 설계하였다. 모바일 기반 관제 센터에서 미리 GPS 좌표와 연동된 맵을 미리 제작한 후, 유해조류의 위치에 대한 GPS 위치값을 전달받아 설정된 위치로 해상용 드론이 출동하여 유해조류를 퇴치하는 자율주행 기반의 해상용 조류 퇴치 드론 시스템을 설계 및 구현하였다.

• 한국게임학회 논문지
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• 제10권1호
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• pp.65-78
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• 2010

이 논문은 2009년 2월 20일 미국의 제9 연방순회항소법원에서 내려진 Video Software Dealers Association v. Arnold Schwarzenegger 사건에 대한 판결의 의미와 한국게임법제도에의 시사점을 검토한 것이다. 이 사건에서 제9 연방순회항소법원은 폭력성 비디오게임을 18세 미만의 미성년자에게 판매하거나 대여하는 것을 금지하는 캘리포니아 주법(州法)이 미국 연방헌법에 명시된 미성년자 (minor)의 권리를 침해한다는 판결을 내렸다. 이에 비해서 한국의 헌법재판소는 청소년보호를 위한 청소년유해매체물 제도와 사전등급분류 제도에 대해서는 합헌이라는 결정을 하였다. 헌법재판소는 미국의 제9 연방항소법원의 판결과 같이 음란과 폭력성을 구분하여 접근하고 있고, 폭력성 개념이 대해서 간접적으로 위헌적이라는 결정을 한 바 있다. 미국법원의 덜 제한적인 수단의 선택이라는 법리와 헌법재판소의 최소침해성 원칙에서 본다면 청소년유해매체물 제도와 사전등급분류 제도의 중첩 적용은 문제될 수 있으며, 이 중에서 더 강한 규제가 위헌이 될 소지가 있다.

• 대한음성학회:학술대회논문집
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• 대한음성학회 2007년도 한국음성과학회 공동학술대회 발표논문집
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• pp.207-210
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• 2007

As the Internet is prevalent in our life, harmful contents have been increasing on the Internet, which has become a very serious problem. Among them, pornographic video is harmful as poison to our children. To prevent such an event, there are many filtering systems which are based on the keyword based methods or image based methods. The main purpose of this paper is to devise a system that classifies the pornographic videos based on the audio information. We use Mel-Cepstrum Modulation Energy (MCME) which is modulation energy calculated on the time trajectory of the Mel-Frequency cepstral coefficients (MFCC) and MFCC as the feature vector and Gaussian Mixture Model (GMM) as the classifier. With the experiments, the proposed system classified the 97.5% of pornographic data and 99.5% of non-pornographic data. We expect the proposed method can be used as a component of the more accurate classification system which uses video information and audio information simultaneously.

• 한국정보통신학회논문지
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• 제10권10호
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• pp.1822-1828
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• 2006

동영상에서 유해정보를 판별하기 위해서는 대표프레임을 효율적으로 선정 할 수 있어야 한다. 기존의 대표프레임 선정 기법은 대부분이 장면전환을 중심으로 이루어진다. 이러한 기법 은 연속된 변화특성을 가지는 유해 동영상의 경우에는 불필요한 대표프레임으로 인해 전체적인 판별효율을 저하시킨다. 본 논문에서는 판별시스템의 입력이 되는 대표프레임을 프레 임간 변화특성을 이용하여 선정하는 기법을 제안한다. 이 기법의 실험을 위해서 기존의 판별시스템에 제안된 기법으로 선정된 대표프레임을 투입한 경우에 90% 이상이 유해하다고 판별하여 입력의 적합성이 입증되었으며, 선정된 대표프레임의 수도 I-프레임 비 해 68%의 감소율을 보여 시간적 효율성도 입증되었다. 그러므로 본 기법은 효율적인 유해성 판별시스템을 가능하게 하여, 건전한 동영상 정보의 유통에 효과적으로 기여할 수 있다.

• 한국학교ㆍ지역보건교육학회지
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• 제8권1호
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• pp.29-42
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• 2007

In actuality, as most of harmful businesses running at school environment hygiene purification zones are stationeries with game rooms, comic book stores, PC rooms, etc., which are highly accessible to students, they become serious problems in school environment. The present study conducted a survey of violation cases at school environment sanitation and purification zones around 21 elementary schools in Seoul. The objectives of this study are, first, to investigate harmful environment around schools regulated by the School Health Act, and second, to suggest plans to improve harmful environment around schools. According to the results of our survey, illegal acts and facilities observed at school environment sanitation and purification zones are as follows. Amusement pubs/room saloons occupied 52.5%, singing rooms 15.4%, game rooms 15.1%, billiard clubs 4.3%, gambling houses 4.3%, hotels/motels/inns 3.6%, cartoon shops 2.6%, video rooms 1.0%, LPG storages 0.7%, and infectious disease hospitals/detention hospitals/detention facilities 0.7%. As it is required to make continuous and systematic surveys and researches on the environmental hygiene around schools, we need to manage school environment efficiently through cooperation among the government, education offices and individual schools.

• 보건교육건강증진학회지
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• 제18권1호
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• pp.109-125
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• 2001

The purpose of this study was to provide the basic data for establishing school education environment protection measures, on the basis of comparing and analyzing the realities and students' recognition degree of the environment and hygiene around the middle and high schools located in the rural areas. These study data were investigated by the self-administered questionnaires, taking as subject the 805 students in the middle and high schools located rural areas. And the results were as follows: First, as the result of having investigated the distribution degree of harmful environment within the purification zone around schools, it was found out that students responded: within the purification zone around the middle school, there were cartoon rooms (46.2％), electronic game rooms (45.9％), and singing rooms (45.0％). within the purification zone around the high school, there were electronic game rooms (46.3％), singing rooms (42.3％), billiard halls (41.4％), PC rooms (40.1 ％), and Soju-room (35.2％). Secondly, as having analyzed student's recognition degree of the harmful environment around the school, it was found out that middle school students responded that sexual utensils-treating shops (3.74 points) were most harmful, and next corrupted bathhouses (3.52 points), and Soju-room (3.47 points), and high school students also responded relating to harmfulness in a similar sequence. Thirdly, in case of students' recognition degree of the harmful environment around the school according to general characteristics, 1) girl students had a higher ratio of recognition that the environment around the school was harmful than boy students (p〈0.001). 2) groups of students whose living standard was high had a higher ratio of recognition that the environment around the school was harmful than groups of students whose living standard was low (p〈0.05). 3) groups of students whose school was located near the park or the residential street had a higher degree of recognition that the environment around the school was harmful than groups of students whose school was located near the factory or the shopping area (p〈0.01). 4) groups of students whose school was located near the park or the residential street had a higher degree of recognition that the environment around the school was harmful than groups of students whose school was located near the amusement area or the shopping area (p〈0.05). Fourthly, 1) relating to the harmful shops where they experienced most highly the behavior of drinking and smoking, middle school students responded that they did so in the electronic game room (22.5％) and high school students did so in the singing room (31.4％), and high school students had a very high experience ratio of drinking and smoking, compared with middle school students (p〈0.001). 2) relating to the harmful shops where they could get in contact with lewd articles, both of middle school students (5.3％) and high school students (8.3％) responded that they could do so in the video room. 3) relating to the harmful shops where they experienced unsound opposite sex acquaintance, both of middle school students (5.8％) and high school students (16.6％) responded that they did so most highly in hotels, and high school students had a remarkably high experience ratio of unsound opposite sex acquaintance, compared with middle school students (p〈0.05). 4) relating to the harmful shops where they experienced violence, middle school students responded that they did so in the electronic game room (14.0％) and then in the singing room (3.7％), and high school students responded that they did so in the electronic game room (9.3％), the nightclub (4.6％), Soju-room (4.1 ％), and high school students had a remarkably high experience ratio of violence, compared with middle school students (p〈0.05). 5) relating to the harmful places where they experienced drugs both of middle school students (0.8％) and high school students (2.4％) responded that they did so in the hotels. Fifthly, when going to the harmful shops, students had the experience of being guided and regulated roughly 1 time - 2 times, and middle school students (16.4％) and high school students (16.7％) had almost similar experience ratios of being guided and regulated. Conclusively, there was a limit in controlling the environment and purification zone only by legal regulations and institutional controls, the self-control purification effort for the school and the surrounding environment was required greatly, in order to protect students from harmful environment. In addition, the constant study to establish the educational environment purification measures must be carried out.