• 제목/요약/키워드: Media-based Learning

검색결과 927건 처리시간 0.03초

X-Ray Security Checkpoint System Using Storage Media Detection Method Based on Deep Learning for Information Security

  • Lee, Han-Sung;Kim Kang-San;Kim, Won-Chan;Woo, Tea-Kun;Jung, Se-Hoon
    • 한국멀티미디어학회논문지
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    • 제25권10호
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    • pp.1433-1447
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    • 2022
  • Recently, as the demand for physical security technology to prevent leakage of technical and business information of companies and public institutions increases, the high tech companies are operating X-ray security checkpoints at building entrances to protect their intellectual property and technology. X-ray security checkpoints are operated to detect cameras and storage media that may store or leak important technologies in the bags of people entering and leaving the building. In this study, we propose an X-ray security checkpoint system that automatically detects a storage medium in an X-ray image using a deep learning based object detection method. The proposed system consists of an edge computing unit and a cloud-computing unit. We employ the RetinaNet for automatic storage media detection in the X-ray security checkpoint images. The proposed approach achieved mAP of 95.92% on private dataset.

유아 대상 환경교육을 위한 증강현실 기반 통합교수학습방법 적용 가능성 탐색 (Exploring the Possibility of Applying the Integrated Teaching and Learning Method based on AR for Environmental Education for Young Children)

  • 김인숙;조유미;고혜영
    • 한국멀티미디어학회논문지
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    • 제22권8호
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    • pp.950-959
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    • 2019
  • The purpose of this study was to investigate the effect of integrated teaching and learning method using augmented reality for effective promotion of child - friendly attitude and environmental preservation attitude and explored its applicability. For this purpose, based on the augmented reality fairy tale, we designed an experience - oriented integrated teaching and learning method such as reading book, story - telling, drawing, environmental conservation practice activity. The experimental group was divided into two groups: augmented reality reading fairy tales (A) and children's book reading fairy tales (B). First, interest, immersion, and empathy were higher in the application environment of integrated learning teaching method based on Augmented Reality. Second, there was no difference between the two groups in content understanding. Third, in terms of expressiveness, it was verified that various expressions were expressed in the applying environment of the integrated teaching - learning method based on augmented reality through drawing activities. Fourth, in practice activities, more students were practicing in the augmented reality - based integrated teaching - learning method applied environment, and the number of practice activities of individual students was also confirmed. This study suggests that the application of the integrated teaching and learning method can enhance the effect of education when using the smart teaching media using the augmented reality in early childhood education.

웹기반 교수·학습자료 개발과 활용에 관한 연구 (A Study on the Development and Utilization of Web-Based Learning Materials)

  • 박종운;배점부
    • 수산해양교육연구
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    • 제15권2호
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    • pp.184-192
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    • 2003
  • When the present Learning System for Computer-Related Subjects Using WBI is implemented on the Web with the above characteristics to help students to study computer subjects without any limitations of time or space, they can easily attain the goals of learning, have computer-utilizing abilities or information capacity, and enhance their capabilities for self-initiative learning. This system enables the learners to carry out 'plan-do-see' for the contents of learning initiatively. The learners can study the practice part of the curriculum using multi-media, such as motion pictures, voices, images, and sound effects, vividly with a sense of actual presence. It helps the students to have an active attitude toward leaning afterward. without meeting the teacher or without any storage media, the leaners can submit their assignments or materials for performance evaluation via the Internet.

A TabNet - Based System for Water Quality Prediction in Aquaculture

  • Nguyen, Trong–Nghia;Kim, Soo Hyung;Do, Nhu-Tai;Hong, Thai-Thi Ngoc;Yang, Hyung Jeong;Lee, Guee Sang
    • 스마트미디어저널
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    • 제11권2호
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    • pp.39-52
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    • 2022
  • In the context of the evolution of automation and intelligence, deep learning and machine learning algorithms have been widely applied in aquaculture in recent years, providing new opportunities for the digital realization of aquaculture. Especially, water quality management deserves attention thanks to its importance to food organisms. In this study, we proposed an end-to-end deep learning-based TabNet model for water quality prediction. From major indexes of water quality assessment, we applied novel deep learning techniques and machine learning algorithms in innovative fish aquaculture to predict the number of water cells counting. Furthermore, the application of deep learning in aquaculture is outlined, and the obtained results are analyzed. The experiment on in-house data showed an optimistic impact on the application of artificial intelligence in aquaculture, helping to reduce costs and time and increase efficiency in the farming process.

멀티비전교육과정이 학습효과에 미치는 영향에 관한 연구 -전문계 고등학교의 유통실무과정을 중심으로- (An Analysis on the Influence Factors of Learning Effectiveness for Multivision Education Process -Focusing on Distribution Working Course in Vocational High School-)

  • 김경우
    • 한국컴퓨터정보학회논문지
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    • 제16권12호
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    • pp.297-304
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    • 2011
  • 본 논문은 멀티미디어 교육자료와 전통적 수업방식의 효과성을 실질적으로 검증하고자 전문계 고등학교의 수업 방법을 비교분석하였다. 실업계의 전문교과 중 유통관리실무과목을 학습내용으로 선정하고, 멀티미디어 교육자료를 MS파워포인트로 디지털화하였다. 이를 위하여 30명의 학생들을 각각 실험집단과 통제집단의 표본집단으로 하고 동질성과 학업성취도를 고려하여 구성하였다. 동일한 교사가 두 집단을 같은 자료로 가르쳤다. 차이점은 두 집단간의 전달방법인데 두 유형의 교수방법으로 학습효과성과 만족도를 분석하기 위하여 사후검증을 실시하였다. 방법은 사전검사 점수를 공변인으로 통제한 후, 학생들의 학업성취도 사후검사 점수를 종속변인으로 공변량분석을 수행하였으며, 결과는 집단 간에 통계적으로 유의미한 차이가 있었다.(F=5.06, p<.05). 그것은 멀티미디어 교육자료를 활용한 수업의 학업성취도가 교과서 위주의 전통적 설명식 수업보다 더 높은 것으로 나타났다. 수업방식에 대한 만족도는 실험 통제집단 검증에서 통계적으로 유의미한 차이가 나타났다(t=5.65, p<.001). 따라서 멀티미디어 교육자료를 활용한 실험집단의 수업방식이 전통적 수업방식을 적용한 통제집단 보다 수업성취도와 만족도 측면에서 더 높은 것으로 나타났다.

스마트미디어 기반의 '닭의 한살이' 융합인재교육(STEAM) 수업이 초등학생의 학업성취도, 과학 탐구 능력 및 정의적 영역에 미치는 영향 (The Effects of Smart Media Based STEAM Program of 'Chicken Life Cycle' on Academic Achievement, Scientific Process Skills and Affective Domain of Elementary School Students)

  • 최영미;양지혜;홍승호
    • 한국초등과학교육학회지:초등과학교육
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    • 제35권2호
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    • pp.166-180
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    • 2016
  • This paper examines the effects on academic achievement, scientific process skills and affective domain for elementary students learning the 'Chicken life cycle' through traditional science class versus a smart media based STEAM approach. Students designed and built a hatching jar and created a smart media content for chickens using time-lapse technology. This STEAM program was developed to improve their scientific concepts of animals over nine periods of classes using integrated education methods. The experimental study took place in the third grade of public schools in a province, with the STEAM approach applied in 2 classes (44 students) and the traditional discipline approach implemented in 2 classes (46 students). The STEAM education significantly influenced the improvement of academic achievements, basic scientific process skills and affective domain. The results suggest that this STEAM approach for teaching scientific concepts of animal life cycles has the performance in terms of knowledge, skills and affect gain achievements in elementary school students' learning when compared to a traditional approach. Moreover, the smart media based STEAM program is helpful to lead students to engage in integrated problem-solving designs and learning science and technology.

Ubiquitous Based Learning (UBL) 을 이용한 패션과 소비자 행동 수업에 관한 고찰 (The Effects of Ubiquitous Based Learning on the fashion and consumer behavior course)

  • 이승희
    • 패션비즈니스
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    • 제16권2호
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    • pp.1-11
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    • 2012
  • The purpose of this study was to examine the effects of UBL (Ubiquitous basedlearning) on fashion and consumer behavior course. Thirty-one undergraduate university students completed a 15-week capstone course in a clothing and textiles department. About sixteen percent students were majoring in liberal arts and sixty-three percent of the participants were majoring in the clothing and textiles. Mainly, the participants were junior and senior undergraduate students. The participants demonstrated positive attitude toward the UBL (Ubiquitous based-learning) on fashion and consumer behavior course. The results showed that seventy-seven percent of the participants have more opportunities to handle multi-media resources using social network and social media. Eighty percent of the participants have been developed of communication skills. Seventy-one percent of the participants were helped to learn foreign language skills. Overall, most of the participants were satisfied that their presentation skill was improved in class and they had willing to recommend the class to other students for the future.

인공지능 기반 스테가노그래피 생성 기술 최신 연구 동향 (Research Trends in Steganography Based on Artificial Intelligence)

  • 김현지;임세진;김덕영;윤세영;서화정
    • 스마트미디어저널
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    • 제12권4호
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    • pp.9-18
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    • 2023
  • 스테가노그래피는 데이터의 존재 자체를 은닉하여 데이터를 보호하는 기술이다. 최근에는 인공지능 기술이 발달함에 따라 딥러닝 기반의 스테가노그래피 기법들이 개발되고 있다. 딥러닝 기술은 데이터에 대한 고차원의 특징을 분석하여 학습할 수 있으므로 스테가노그래피의 성능과 품질을 개선시킬 수 있다. 본 논문에서는 이미지데이터에 대한 딥러닝 기반의 스테가노그래피 기술의 최신 연구 동향에 대해 살펴보도록 한다.

Interaction art using Video Synthesis Technology

  • Kim, Sung-Soo;Eom, Hyun-Young;Lim, Chan
    • International Journal of Advanced Culture Technology
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    • 제7권2호
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    • pp.195-200
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    • 2019
  • Media art, which is a combination of media technology and art, is making a lot of progress in combination with AI, IoT and VR. This paper aims to meet people's needs by creating a video that simulates the dance moves of an object that users admire by using media art that features interactive interactions between users and works. The project proposed a universal image synthesis system that minimizes equipment constraints by utilizing a deep running-based Skeleton estimation system and one of the deep-running neural network structures, rather than a Kinect-based Skeleton image. The results of the experiment showed that the images implemented through the deep learning system were successful in generating the same results as the user did when they actually danced through inference and synthesis of motion that they did not actually behave.

멀티 터치 테이블 기반 u-Learning 시스템 (U-Learning System based on Multi-touch Table)

  • 김정환;이수빈;소경한;이강희
    • 한국컴퓨터정보학회:학술대회논문집
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    • 한국컴퓨터정보학회 2012년도 제46차 하계학술발표논문집 20권2호
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    • pp.13-14
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    • 2012
  • 본 논문에서는 멀티 터치 테이블을 중심으로 u-Learning 시스템을 제안한다. 멀티 터치 테이블에서 수업 진행 중 교사는 모바일로 멀티 터치 테이블을 제어함으로써 수업을 진행 및 관리하고, 학생들은 마커를 이용하여 멀티 터치 테이블과의 인터랙션을 통해 웹과 자동화된 과제 시스템을 이용함으로써 능동적인 학습참여를 할 수 있게 된다.

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