• Title/Summary/Keyword: self-learning

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Adversarial Wall: Physical Adversarial Attack on Cityscape Pretrained Segmentation Model (도시 환경에서의 이미지 분할 모델 대상 적대적 물리 공격 기법)

  • Suryanto, Naufal;Larasati, Harashta Tatimma;Kim, Yongsu;Kim, Howon
    • Annual Conference of KIPS
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    • 2022.11a
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    • pp.402-404
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    • 2022
  • Recent research has shown that deep learning models are vulnerable to adversarial attacks not only in the digital but also in the physical domain. This becomes very critical for applications that have a very high safety concern, such as self-driving cars. In this study, we propose a physical adversarial attack technique for one of the common tasks in self-driving cars, namely segmentation of the urban scene. Our method can create a texture on a wall so that it can be misclassified as a road. The demonstration of the technique on a state-of-the-art cityscape pretrained model shows a fairly high success rate, which should raise awareness of more potential attacks in self-driving cars.

Recent Research on Self-interference Incoherent Digital Holography

  • Youngrok Kim;Ki-Hong Choi;Chihyun In;Keehoon Hong;Sung-Wook Min
    • Current Optics and Photonics
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    • v.8 no.1
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    • pp.1-15
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    • 2024
  • This paper presents a brief introduction to self-interference incoherent digital holography (SIDH). Holography conducted under incoherent light conditions has various advantages over digital holography performed with a conventional coherent light source. We categorize the methods for SIDH, which divides the incident light into two waves and modulates them differently. We also explore various optical concepts and techniques for the implementation and advancement of SIDH. This review presents the system design, performance analysis, and improvement of SIDH, as well as recent applications of SIDH, including optical sectioning and deep-learning-based SIDH.

The Effect of Self-Growth Program on the Self-Concept and Peer-Relationship of Elementary School Student (자기성장 프로그램이 초등학생의 자아개념과 또래관계에 미치는 효과)

  • Gim, Tae-Hui
    • The Korean Journal of Elementary Counseling
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    • v.4 no.1
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    • pp.215-236
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    • 2005
  • The Purpose of this study is that self-growth program searches effect self-concept and peer-relationship with elementary school student, and advance following assumption to achieve this purpose and achieved study. First, self-concept point of experiment group students who execute self-growth program will be improved is meaning than self-concept point of control group students. Second, peer-relationship point of experiment group students who execute self-growth program will be improved is meaning than peer-relationship point of control group students. Third, effect that self-growth program gets to self-concept may be meaning difference according to sex. Fourth, difference that impact that self-growth program gets in peer- relationship is meaning according to sex may join. Chose fifth-year student 2 class 68 people (experiment group n=34, control group n=34) in I primary school locating to Jeonrabuk-do Iksan-si to verify above construction for study target. Disposal about experiment group executed over 10th for 60-80 minute 2 times in a week because investigator uses reconstructing self-growth program with virtue research paper such as learning program for own growth of Lee-Hyeong-Deuk (1998). In order to verify the effect after experiment, 1 collected materials for estimation by providing the subject children with questionaires about self-concept and peer-relationship before and after the experiment, and then analyzed the average differences in number of marks between the experiment group and the control group before and after the experiment through and by using One-Way ANOVA, and SPSS 11.0 program. The following is the result what I obtained from the above study. First, there was significant difference is between average difference before and after of experiment group and control group which execute self-growth program in self-concept elevation ($F_{(1,66)} =28.734$, p <.001). From the sub-variable, there was significant difference in academic self ($F_{(1,66)}=6.423$, p<.05), Social Self ($F_{(1,66)}=48.331$, p<.001), Physical Self ($F_{(1,66)}=11.074$, p <.01), sentimental self ($F_{(1,66)}=9.402$, p <.01) Second, there was significant difference is average difference before and after of experiment group and control group which execute self-growth program in peer-relationship promotion ($F_{(1,66)}=24.109$, p <.001). From the sub-variable there W3S Significant difference in trust ($F_{(1,66)}=14.507$, p<.001), respect ($F_{(1,66)}=15.271$, p <.001). Third, there was expose that significant difference does not exist in average self-concept before and after by sex of experiment group which executes self-growth program, and was not shown significant difference in sub-vairable. Fourth, there was expose that significant difference of whole peer- relationship and in respect of sub-variable in average peer-relationship before-after by sex of experiment group which execute self-growth program, but significant difference did not appear in trust. Could get conclusion that self-growth program is effect in elementary school student self-concept elevation and peer-relationship promotion according to these study finding, and confirmed possibility that self-growth program may contribute to change emotional special quality of children positively in education spot.

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Effects of Team-based Learning on Learning Attitude, Learning Motivation, Problem Solving Ability, Participation in Lessons of Nursing Students (팀 기반 학습이 간호학생의 학습태도, 학습동기, 문제해결능력, 수업참여도에 미치는 효과)

  • Kim, Soon-Ok
    • Journal of Digital Convergence
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    • v.15 no.4
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    • pp.351-363
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    • 2017
  • It is organized to evaluate the effect of nursing students' learning attitude, learning motivation, problem solving ability, and class participation, after applying team-based learning to basic nursing classes. The subjects were 103 people in the second year of the G region. The data collection was from September 1 to December 5, 2016 by using t-test, one-way ANOVA, paired t-test and Pearson's correlation coefficient. Result is that the ability to solve problems increased, showing a statistically significant difference. Learning attitude and motivation of learning increased and the degree of participation didn't change, but there were no statistically significant differences. The learning attitude shows positive correlation with learning motivation, problem-solving skills and participation. After team based-learning, learning attitude showed a positive correlation with learning motivation, problem solving ability and class participation. Learning motivation shows positive correlation with class participation and so does problem solving ability with participation. Based on the results of this study, in order to improve the practical ability, it is necessary to activate the self-directed active learning method such as team base for nursing major study.

Study for the Status and Effectiveness of Science Prior Learning (과학 선행학습의 실태와 그 효과에 대한 연구)

  • Jo, Chang Won;Koo, Min Joo;Park, Jong Keun
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.4
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    • pp.483-492
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    • 2020
  • Considering the fact that many students and parents spend a considerable amount of time and economic power on prior learning and that the environments of internet-based society change rapidly, it is worth examining the status and effectiveness of prior learning. In response, the study surveyed 186 first-year students of A high school in Changwon on the basic status of science prior learning. By the analysis results for the status, 39.8% of the students surveyed said they had experience in prior learning in science. Among the students experienced, 56 students who started science prior learning after the start of winter vacation in the third grade of middle school were analyzed the specific status of science prior learning and the impact of science prior learning on science achievements. The semi-subject form of pre-learning in science showed the highest response rate with 50.0 percent, and the motivation for pre-learning in science was the highest with 33.9 percent improvement in test scores. The confidence and learning intention were positive when conducting prior learning in a semi-subject form, and interest and value were positive when conducting prior learning in a self-directed form. As a result of the survey on the effect of science prior learning, 71.4% of the students who experienced science prior learning showed positive scientific achievement.

Effects of Flipped Learning through EBSmath on Mathematics Learning and Mathematical Dispositions (EBSmath를 활용한 거꾸로 수업이 수학 학습과 수학적 성향에 미치는 영향)

  • Oh, Hyejin;Park, Sungsun
    • Education of Primary School Mathematics
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    • v.24 no.4
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    • pp.217-231
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    • 2021
  • The purpose of this study was to investigate the effects of flipped learning through EBSmath on Students' 'rate and ratio' learning. By increasing demands for change in education, an innovative teaching and learning paradigm, 'Flipped Learning', has been presented and drawing attentions. In South Korea, Flipped Learning is also highly recognized for its effectiveness by many scholars and various media. However, this innovative learning model has limitations in application and expansion due to the excessive burden of class preparation of teachers. As remote learning becomes more active, it would be possible to overcome the limitations of Filliped learning by using the platform provided by the Korea Educational Broadcasting System (EBS). EBSmath is an online learning module that is designed to assist students' self-directed learning. Thus, EBSmath would reduce teachers' burden to prepare mathematics classes for the application of Flipped Learning; and led to students' better understanding of mathematical concepts and problem solving. In this study, the effect of Flipped Learning through EBSmath on learning 'rate and ratio' was investigated. In order to scrutinize the effects of flipped learning, students' achievement and mathematical disposition were examined and analyzed. Students' achievement, specifically, was divided into two subcategories: concept understanding and problem solving. As a result, Flipped learning through EBSmath had a positive effect on students' 'rate and ratio' problem solving. In addition, a statistically significant change was identified in the 'willingness', which is subdomain of students' mathematical disposition.

A Study on the Effect by Self-oriented Learning in Group for Improvement of Problem-solving Ability - Gentered to the 2nd Grade curriculum of Middle School - (수학과 그룹별 자기 주도 학습이 문제해결능력 신장에 미치는 영향 - 중학교 2학년 과정을 중심으로 -)

  • 오후진;김태흥
    • Journal of the Korean School Mathematics Society
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    • v.4 no.2
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    • pp.115-123
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    • 2001
  • In its seventh revision to start in 2001, mathematics will have a new emphasis in the middle school curriculum. Mathematics subject is now composed of practical things in the use of mathematics. Also, the future of new generation, which has been known as the information age, places much focus on problem-solving in order to collect, analyze, synthesize, and judge various kinds informations. This demand of problem-solving ability is not only related with mathematical education but, along the entire educational process, its related to actual life. With this change of social structure, the importance of school education is increasing rapidly. Therefore, in order to grow abilities and create new knowledge, adapted this new method of self-oriented learning in groups to middle school 2nd graders for one year, the results were as follows : 1. Students developed their ability of the use of mathematical terms and signs correctly. 2. Students' mathematical knowledge and problem-solving ability improved as they had increased interest in mathematics. 3. Students' peership was enhanced through their communication and cooperative activities in groups during the class. 4. Students themselves were more willing to volunteer and participate during the class.

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A Study on Pre-Service Teachers' Perceptions on the Use and Improvement of High School Textbooks (고등학교 교과서 활용 및 개선에 관한 예비교사의 인식 연구)

  • PARK, So-Young
    • Journal of Fisheries and Marine Sciences Education
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    • v.29 no.3
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    • pp.932-940
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    • 2017
  • This study investigated the perception of pre - service teachers in order to find out how paper textbooks are used in high school classes and what improvement is needed. Firstly, the results of analyzing the perception about the utilization of textbooks are as follows. First, in the case of Korean language, social studies, mathematics, science, and English, textbooks were used most frequently, and most of the respondents did not use textbooks for arts and physical education subjects. Secondly, Korean language, social studies, mathematics, science, and English textbooks are most frequently used as teaching materials. Third, in the case of Korean, social, mathematics, science, and English subjects, in addition to textbooks, problem collections were used most frequently and arts and physical education subjects showed the most use of prints. Next, the results of analyzing the perception of the improvement method of the textbooks are as follows. First, in the high school class, the response rate was high in that Korean, social, mathematics, science, and English classes needed a textbook. Most of the respondents answered that they were not necessary for the textbooks of arts and physical education subjects. Second, in order to improve the textbooks, the most demanding textbooks focused on the core basic contents, followed by self - directed learning activities, competency centered contents selection, cooperative learning activities, and teacher self - development. The demand for digital textbooks was low.

Fast Motion Estimation Algorithm Using Motion Vector Prediction and Neural Network (움직임 예측과 신경 회로망을 이용한 고속 움직임 추정 알고리즘)

  • 최정현;이경환;이법기;정원식;김경규;김덕규
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.24 no.9A
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    • pp.1411-1418
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    • 1999
  • In this paper, we propose a fast motion estimation algorithm using motion prediction and neural network. Considering that the motion vectors have high spatial correlation, the motion vector of current block is predicted by those of neighboring blocks. The codebook of motion vector is designed by Kohonen self-organizing feature map(KSFM) learning algorithm which has a fast learning speed and 2-D adaptive chararteristics. Since the similar codevectors are closely located in the 2-D codebook the motion is progressively estimated from the predicted codevector in the codebook. Computer simulation results show that the proposed method has a good performance with reduced computational complexity.

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The Development of A Self-Evaluation Tool for Teachers' Ability to use Information and Communication Technology Based on Teaching.Learning (교수.학습을 중심으로 교사의 정보통신기술 활용 능력 자기 평가 도구 개발)

  • Park, Sun-Ju
    • Journal of The Korean Association of Information Education
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    • v.9 no.4
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    • pp.583-593
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    • 2005
  • Ministry of Education &amp; Human Resources Development has drawn up and carried out various plans to improve the education of the information communication technology application of teachers, who are the most central forces leading the education of the information communication technology. But this current efforts of teachers have put emphasis on the skill-trained abilities. In this study, I compare the internal with the external evaluation tools about the current abilities of the information communication technology application of teachers and have developed the self-evaluation tools for this based on a good point of these tools. Through these evaluation tools, teachers will be able to integrate and evaluate the abilities of the real teaching-learning instruction and the abilities of the information communication technology application on the whole.

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