• Title/Summary/Keyword: Changed Object

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Knowledge Distillation Based Continual Learning for PCB Part Detection (PCB 부품 검출을 위한 Knowledge Distillation 기반 Continual Learning)

  • Gang, Su Myung;Chung, Daewon;Lee, Joon Jae
    • Journal of Korea Multimedia Society
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    • v.24 no.7
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    • pp.868-879
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    • 2021
  • PCB (Printed Circuit Board) inspection using a deep learning model requires a large amount of data and storage. When the amount of stored data increases, problems such as learning time and insufficient storage space occur. In this study, the existing object detection model is changed to a continual learning model to enable the recognition and classification of PCB components that are constantly increasing. By changing the structure of the object detection model to a knowledge distillation model, we propose a method that allows knowledge distillation of information on existing classified parts while simultaneously learning information on new components. In classification scenario, the transfer learning model result is 75.9%, and the continual learning model proposed in this study shows 90.7%.

Building Change Detection Using Deep Learning for Remote Sensing Images

  • Wang, Chang;Han, Shijing;Zhang, Wen;Miao, Shufeng
    • Journal of Information Processing Systems
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    • v.18 no.4
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    • pp.587-598
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    • 2022
  • To increase building change recognition accuracy, we present a deep learning-based building change detection using remote sensing images. In the proposed approach, by merging pixel-level and object-level information of multitemporal remote sensing images, we create the difference image (DI), and the frequency-domain significance technique is used to generate the DI saliency map. The fuzzy C-means clustering technique pre-classifies the coarse change detection map by defining the DI saliency map threshold. We then extract the neighborhood features of the unchanged pixels and the changed (buildings) from pixel-level and object-level feature images, which are then used as valid deep neural network (DNN) training samples. The trained DNNs are then utilized to identify changes in DI. The suggested strategy was evaluated and compared to current detection methods using two datasets. The results suggest that our proposed technique can detect more building change information and improve change detection accuracy.

Design and Implementation of Spatiotemporal Query Extension on ORDBMS (ORDBMS 기반 시공간 질의 확장의 설계 및 구현)

  • Yun, Sung Hyun;Nam, Kwang Woo
    • Journal of the Korean Association of Geographic Information Studies
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    • v.6 no.4
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    • pp.37-50
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    • 2003
  • In the paper, we describe the query extension techniques for spatiotemporal query functionalities on object-relational DBMS. The spatial objects in real world change the shapes over time. Spatiotemporal databases support to manage a temporal dimension as well as a spatial dimension for history of the objects. The proposed techniques can make conventional object-relational databases to support spatiotemporal databases system by the implementation and inheritance of abstract data types. We define and implement spatial and temporal classes as superclass. And, spatiotemporal classes inherits and extends the classes. The proposed extensions make it easy that conventional database systems not only are transformed into the spatiotemporal database systems, but also do not need to be changed to support spatiotemporal applications.

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Performance Enhancement of Shadow Removal Algorithms Using Color Information of Objects (물체의 컬러 정보를 이용한 그림자 제거 기법의 성능 향상)

  • Kim, Hee-Sang;Kim, Ji-Hong;Choi, Doo-Hyun
    • Journal of Korea Multimedia Society
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    • v.12 no.7
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    • pp.941-946
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    • 2009
  • As supplying of automatic surveillance or patrol systems based on image processing, the needs on object extraction technology from images increases. The extraction is more difficult when the lighting condition is changed from time to time. There are many approaches to extract objects from images excluding shadow. They have a common problem something like loss of object region according with shadow removal. In this paper a restoration method using color information of objects to complement the problem is presented. The usefulness of the method is verified using images taken from different lighting conditions and selected from well-known DB.

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State of the Art of Virtual Construction System based on 3D Object for Design Phase (설계단계 활용을 위한 3D객체기반 가상건설시스템 개발 현황)

  • Ji, Sang-Bok;Kang, Leen-Seok;Bae, Cheol-Won
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2008.11a
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    • pp.68-73
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    • 2008
  • Recently, construction management technology based on information technology is being changed from numerical information management to visual information management with virtual reality (VR) method. This study suggests a IDEF0 model for development process of VR system for the planning, design and construction phases of civil engineering project. And the simulation functions by each phase based on VR were developed by using the suggested IDEF0 model. The developed virtual construction system can be used as an effective design review tool by visualization of design information based on 3D object.

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Bibliography and the Cenventional Chinese Catalogue - Emphasis on the period prior to the Opium War- ('Bibliography'의 어휘와 '중국재래의 목록학' -특히 아편전쟁이전을 중심으로-)

  • Shim Woo-choon
    • Journal of the Korean Society for Library and Information Science
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    • v.4
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    • pp.27-42
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    • 1975
  • Usage and scope of the word Bibliography in comparison with in conventional Chinese Catalogue (中國 在來 目錄學) (1) Usage of the word in connection with the study of books in the West has been changed from 'writing of books' (17th century) to the meaning of 'study of a book as an object'(l8th century), and this meaning of the 18th century has been transmitted up to the present. (2) In its scope, 14 branches(eight in physical aspect, six in content of books) were set up independently for the study of a book as an object. On the other hand, the term Textual Bibliography(校수學) was in use in China before the Opium War, however the word Catalogue (目錄學) has been a current word for the subject study as in the case of Bibliography in the West. And in the scope of study of a book as an object, although some of its aspect is somewhat similar to the Occidental Bibliorgraphy, the main stream of learning is regregarded as the root and the physical aspects as branches and lea leaves, thus the latter has been treated with less importance.

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Image-based Surfel Reconstruction by LDI Plane Sweeping (LDI 평면 이동에 의한 이미지 기반 Surfel 복원)

  • Lee, Jung;Kim, Chang-Hun
    • Journal of KIISE:Software and Applications
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    • v.36 no.11
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    • pp.947-954
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    • 2009
  • This paper proposes a novel method that reconstructs a surfel-based object by using visual hull from multiple images. The surfel is a point primitive that effectively approximates point-set surface. We create the surfel representation of an object from images by combining the LDC(Layered Depth Cube) surfel sampling with the concept of visual hull that represents the approximated shape from input images. Because the surfel representation requires relatively smaller memory resources than the polygonal one and its LDC resolution is freely changed, we can control the reconstruction quality of the target object and acquire the maximal quality on the given memory resource.

A Study on the Features of Object-Focused Emotional Space in the Works of Nigel Coates (나이젤코츠(Nigel Coates) 작품에 나타난 오브제적 감성공간 특성 연구)

  • Lee, Hana;Lee, Chan
    • Korean Institute of Interior Design Journal
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    • v.23 no.3
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    • pp.108-116
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    • 2014
  • Postmodernism, a cultural movement which occurred in the mid-20th century, avoided functional form, one of the features of modernism, and pursued post-rational and post-centric pluralistic thought which puts human emotions in importance. Postmodernism set a high value on emotional instincts of humans and focused on creation of empathy. It includes scepticism of rationalism and indicates the significance of emotional and psychological instincts of humans, or 'emotions'. Along with the big change in that time, more dynamic and unprecedented indoor spaces had appeared. Nigel Coates, who had taken various kinds of artistic activity from the early 1980s to the late 1990s, had tried to make a new approach of objet-focused emotional spaces. Such an approach made in the time when science and technology had rapidly developed and social structure had changed was considerably fresh, liberal, and futuristic. He interpreted spaces by escaping from realistic intentions and communicating with drawings, and designed object-focused emotional spaces by actively employing objets on the basis of ideas. He tried to make emotional sharing between the public and spaces through objet, and showed unique spaces in his own way by reinterpreting the meanings of spaces and stimulating human emotion. This study was intended to look into his artworks to show his way of approaching objets, and to find an application plan and the future possibility of the plan.

Making for Circular Motion Table for Controller Design of Movement of Object (운동 물체의 제어기 설계를 위한 3축 가변 원판형 모션테이블 제작)

  • You, Jeong-Bong;Wang, Hyun-Min
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.9 no.4
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    • pp.905-910
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    • 2008
  • In this paper, a circular motion table which is able to simulate movement of object is designed and the experiment of control system using circular motion table is presented. Circular motion table is consisted of three axes changed on length and of ball splines which keep vertical centre axis of circular plate. Variable length of three axes make circular plate incline as vertical centre axis is kept on vertical center axis of circular motion table. It is designed that control system drives three servo motor, that is, make change length of axis simultaneously or independently. And this paper presents example of flight simulation using circular motion table. it will contribute toward nurture expert manpower of aerospace/robotics to popularize circular motion table and make an experiment using it.

A Software Consistency Management Model using Operation History (연산 히스토리를 이용한 소프트웨어 일관성 관리 모델)

  • Rho, Jungkyu
    • The Journal of Korean Association of Computer Education
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    • v.5 no.4
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    • pp.61-69
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    • 2002
  • Software documents consist of a number of logical objects and relationships between them, and a lot of versions are generated during software development. When an object is changed, it is desirable to easily identify the change and the range of change propagation for efficient software development and maintenance. However, it is difficult to identify it in a coarse-grained object management model. To solve this problem, fine-grained object management is required. In this paper, I propose a consistency management model for fine-grained software objects based on operation history applied to edit software objects. This paper presents a formal model for consistency management at the fine-grained level. Consistency between documents is managed using dependency between objects and kinds of the operations applied to the objects so that unnecessary change propagation can be avoided.

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