• Title/Summary/Keyword: 깊이인식

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Development of An Interactive System Prototype Using Imitation Learning to Induce Positive Emotion (긍정감정을 유도하기 위한 모방학습을 이용한 상호작용 시스템 프로토타입 개발)

  • Oh, Chanhae;Kang, Changgu
    • The Journal of Korea Institute of Information, Electronics, and Communication Technology
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    • v.14 no.4
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    • pp.239-246
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    • 2021
  • In the field of computer graphics and HCI, there are many studies on systems that create characters and interact naturally. Such studies have focused on the user's response to the user's behavior, and the study of the character's behavior to elicit positive emotions from the user remains a difficult problem. In this paper, we develop a prototype of an interaction system to elicit positive emotions from users according to the movement of virtual characters using artificial intelligence technology. The proposed system is divided into face recognition and motion generation of a virtual character. A depth camera is used for face recognition, and the recognized data is transferred to motion generation. We use imitation learning as a learning model. In motion generation, random actions are performed according to the first user's facial expression data, and actions that the user can elicit positive emotions are learned through continuous imitation learning.

Study on Participants' Perceptions of Sharing Economy Policies: A Text Ming Approach to Online Community Posts (공유경제 참여자의 비즈니스 등록정책에 대한 인식과 심적기재: 온라인 발화에 대한 텍스트마이닝)

  • Park, Soo Kyung
    • Journal of Digital Convergence
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    • v.20 no.2
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    • pp.47-56
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    • 2022
  • With the advent of online platforms, individuals have been able to trade small resources, such as a room, in the market. However, as there is no clear regulation on these economic activities, various side effects have emerged. Accordingly, the government reestablished related policies to resolve the unintended consequences of these economic activities. However, the policy has not been implemented yet, and many participants do not comply with the policy. Therefore, this study intends to examine their perceptions in detail. For this purpose, a text mining technique was applied. Posts and comments from major online communities were collected. By applying the topic modeling technique, 5 topics were derived. Compliance with the government's policy is a voluntary decision. Therefore, it is necessary to carry out an in-depth understanding of the policy target. Therefore, based on this study, it is expected that in the future, methods to induce them to conform to policy can be discussed in detail.

A Study on Trainer and Cover Recognition Algorithm for Posture Recognition of Virtual Shooting Trainer (가상 사격 훈련자 자세인식을 위한 훈련자와 엄폐물 인식 알고리즘 연구)

  • Kim, Hyung-O;Hong, ChangHo;Cho, Sung Ho;Park, Youster
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2021.05a
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    • pp.298-300
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    • 2021
  • The Ministry of National Defense decided to build a realistic combat simulation training system based on virtual reality and augmented reality in accordance with the expansion of the scientific training system of "Defense Reform 2.0". The realistic combat simulation training system should be able to maximize the tension and training effect as in actual combat through engagement between trainers. In addition, it should be possible to increase the effectiveness of survival training at the same time as shooting training similar to actual combat through cover training. Previous studies are suitable techniques to improve the shooting precision of the trainee, but it is difficult to practice bilateral engagement like in actual combat, and it is particularly insufficient for combat shooting training using cover. Therefore, in this paper, we propose a S/W algorithm for generating a virtual avatar by recognizing the shooting posture of the opponent on the screen of the virtual shooting trainer. This S/W algorithm can recognize the trainer and the cover based on the depth information acquired through the depth sensor and estimate the trainer's posture.

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Quantitative evaluation of transfer learning for image recognition AI of robot vision (로봇 비전의 영상 인식 AI를 위한 전이학습 정량 평가)

  • Jae-Hak Jeong
    • The Journal of the Convergence on Culture Technology
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    • v.10 no.3
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    • pp.909-914
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    • 2024
  • This study suggests a quantitative evaluation of transfer learning, which is widely used in various AI fields, including image recognition for robot vision. Quantitative and qualitative analyses of results applying transfer learning are presented, but transfer learning itself is not discussed. Therefore, this study proposes a quantitative evaluation of transfer learning itself based on MNIST, a handwritten digit database. For the reference network, the change in recognition accuracy according to the depth of the transfer learning frozen layer and the ratio of transfer learning data and pre-training data is tracked. It is observed that when freezing up to the first layer and the ratio of transfer learning data is more than 3%, the recognition accuracy of more than 90% can be stably maintained. The transfer learning quantitative evaluation method of this study can be used to implement transfer learning optimized according to the network structure and type of data in the future, and will expand the scope of the use of robot vision and image analysis AI in various environments.

A Study on the Estimation of the Deformation of Object under Hydrostatic Pressure Test Using Image Processing (영상처리기법을 이용한 내압시험체의 변형도 추정에 관한 연구)

  • Lee, S.G.;Oh, S.W.;Choi, H.J.;Lee, S.H.
    • Journal of the Korean Society for Marine Environment & Energy
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    • v.14 no.4
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    • pp.287-292
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    • 2011
  • To evaluate the pressure-resistant performance of underwater equipment, hyperbaric chamber test facility which can make the hydrostatic pressure is used. In this test, strain gage is generally applied to measure the strain of object under test is suitable for measuring a tiny deformation, but it can not measure a large deformation. Thus this paper suggests a method to estimate the over -order deformation of object under test by the image processing with the image acquired from underwater camera in the hydrostatic test. The main procedure of suggested method comprises the first step to find significant points by processing the image two dimensionally and the second step to estimate a deformation of object under test by tracking the motion of these points. If completing the remained research which is estimating the deformation and comparing it with a real one, it can be a method to measure the over -order deformation of object under test.

Real-time moving object tracking and distance measurement system using stereo camera (스테레오 카메라를 이용한 이동객체의 실시간 추적과 거리 측정 시스템)

  • Lee, Dong-Seok;Lee, Dong-Wook;Kim, Su-Dong;Kim, Tae-June;Yoo, Ji-Sang
    • Journal of Broadcast Engineering
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    • v.14 no.3
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    • pp.366-377
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    • 2009
  • In this paper, we implement the real-time system which extracts 3-dimensional coordinates from right and left images captured by a stereo camera and provides users with reality through a virtual space operated by the 3-dimensional coordinates. In general, all pixels in correspondence region are compared for the disparity estimation. However, for a real time process, the central coordinates of the correspondence region are only used in the proposed algorithm. In the implemented system, 3D coordinates are obtained by using the depth information derived from the estimated disparity and we set user's hand as a region of interest(ROI). After user's hand is detected as the ROI, the system keeps tracking a hand's movement and generates a virtual space that is controled by the hand. Experimental results show that the implemented system could estimate the disparity in real -time and gave the mean-error less than 0.68cm within a range of distance, 1.5m. Also It had more than 90% accuracy in the hand recognition.

Cliche Analysis for English-Korean Interpretation and Translation Training : Mainly on Shakespeare's Works Texts (영·한 통번역 교육을 위한 클리셰(cliche) 분석 : 셰익스피어 극 텍스트를 중심으로)

  • You, Seon-Young
    • The Journal of the Korea Contents Association
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    • v.15 no.11
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    • pp.626-634
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    • 2015
  • The purpose of this study was to analyze the cliche for English-Korean interpretation and translation training with special reference to the cliche based on Shakespeare's works texts. The term of 'idioms' are generally used as figurative expressions instead of the term of 'cliche'. Thus, cliches must be reinterpreted in the lexicon that are used in useful expressions. Cliches are often idioms. Idioms are figurative phrases with an implied meaning; the phrase is not to be taken literally. This causes difficulty when translating to another language because the meaning may not be understood by people within that culture. Cliches are figurative or literal expressions and are overused expressions. Consequently, the cliches are distinguished from the idioms by the transparent meanings. This study was examined based on the cliches shown in Shakespeare's works texts. After all, anyone who wants to become an efficient English learners, interpretor and translator should be familiar with cliches. They had better use the cliche in English learning site. I hope this study will be helpful even a bit to his attempt.

Human Motion Tracking based on 3D Depth Point Matching with Superellipsoid Body Model (타원체 모델과 깊이값 포인트 매칭 기법을 활용한 사람 움직임 추적 기술)

  • Kim, Nam-Gyu
    • Journal of Digital Contents Society
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    • v.13 no.2
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    • pp.255-262
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    • 2012
  • Human motion tracking algorithm is receiving attention from many research areas, such as human computer interaction, video conference, surveillance analysis, and game or entertainment applications. Over the last decade, various tracking technologies for each application have been demonstrated and refined among them such of real time computer vision and image processing, advanced man-machine interface, and so on. In this paper, we introduce cost-effective and real-time human motion tracking algorithms based on depth image 3D point matching with a given superellipsoid body representation. The body representative model is made by using parametric volume modeling method based on superellipsoid and consists of 18 articulated joints. For more accurate estimation, we exploit initial inverse kinematic solution with classified body parts' information, and then, the initial pose is modified to more accurate pose by using 3D point matching algorithm.

Analyzing 3D Imaging of Type as Formative Language (조형언어적 타입의 공간적 이미지화 분석)

  • Chung, Hoon-Dong
    • The Journal of the Korea Contents Association
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    • v.9 no.6
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    • pp.104-116
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    • 2009
  • Today's Digital Environment made Typography to enter into a new phase. The Type which is a principal component of Typography is no exception to this aspect. However since the existing two-dimensional space has figurative potential, Visual Communication designers are still striving to explore both X axis and Y axis. In this context, Z axis which signifies 'Depth' is often recognized as an unfamiliar mathematical concept unrelated to Design Sensibility. If Z axis is used, the figurative aspect can be acquired, which was hard to be realized in the flat space, because the additional space of depth allows the expansion of omni-directional expression of target. Most notable is the fact that Z axis provided by Digital Environment has actually long existed and is inseparable from Type. This study, therefore, focuses on the three-dimensional expression of Type in the Visual Communication Design area by taking into account the above characteristics.

Analysis of the Causes of Decrease in the Number of Students Taking Chemistry I in the CSAT by Analyzing the Chemistry I Question in the CSAT and the Recognition Survey of Students and Teachers (대학수학능력시험 화학 I 문항 분석 및 학생과 교사의 인식 조사를 통한 화학 I 응시자 감소 원인 분석)

  • Kim, Hyunkyoung;Bae, Sungwoo;Park, Jongseok
    • Journal of the Korean Chemical Society
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    • v.61 no.6
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    • pp.378-387
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    • 2017
  • In this study, we analyzed the causes of decrease in the number of students taking Chemistry ? in the College Scholastics Ability Test (CSAT) by analyzing the adequacy of the Chemistry I question in the CSAT and the recognition survey of students and teachers about the Chemistry I choice. We analyzed some questions in Chemistry I of the CSAT from the year 2014 to 2016. The questions were analyzed to determine whether they were appropriate to the curriculum content, achievement standard, and achievement level. The target of the survey for perception was 452 senior high school students and 68 science teachers. The result of the study showed that the questions in Chemistry I are somewhat difficult compared to the depth and achievement level required by the curriculum, and it also requires mathematical thinking ability. Students recognized the mathematical thinking and complex mathematical skills are needed to solve problems in Chemistry I. Teachers also thought that the choice of Chemistry I is unfavorable in aspect of meeting the minimum academic ability standard, and accordingly, they did not actively recommend students to take Chemistry I. Moreover, most of the teachers recognized that it is necessary to improve the direction of writing questions for Chemistry I. Therefore, setting questions that can be solved using chemical knowledge, not mathematical ability need to be addressed.