• Title/Summary/Keyword: 작업 영역

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Real Time Hornet Classification System Based on Deep Learning (딥러닝을 이용한 실시간 말벌 분류 시스템)

  • Jeong, Yunju;Lee, Yeung-Hak;Ansari, Israfil;Lee, Cheol-Hee
    • Journal of IKEEE
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    • v.24 no.4
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    • pp.1141-1147
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    • 2020
  • The hornet species are so similar in shape that they are difficult for non-experts to classify, and because the size of the objects is small and move fast, it is more difficult to detect and classify the species in real time. In this paper, we developed a system that classifies hornets species in real time based on a deep learning algorithm using a boundary box. In order to minimize the background area included in the bounding box when labeling the training image, we propose a method of selecting only the head and body of the hornet. It also experimentally compares existing boundary box-based object recognition algorithms to find the best algorithms that can detect wasps in real time and classify their species. As a result of the experiment, when the mish function was applied as the activation function of the convolution layer and the hornet images were tested using the YOLOv4 model with the Spatial Attention Module (SAM) applied before the object detection block, the average precision was 97.89% and the average recall was 98.69%.

Characteristic Classification and Correlational Analysis of Source-level Vulnerabilities in Linux Kernel (소스 레벨 리눅스 커널 취약점에 대한 특성 분류 및 상관성 분석)

  • Ko Kwangsun;Jang In-Sook;Kang Yong-hyeog;Lee Jin-Seok;Eom Young Ik
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.15 no.3
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    • pp.91-101
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    • 2005
  • Although the studies on the analysis and classification of source-level vulnerabilities in operating systems are not direct and positive solutions to the exploits with which the host systems are attacked, It is important in that those studies can give elementary technologies in the development of security mechanisms. But, whereas Linux systems are widely used in Internet and intra-net environments recently, the information on the basic and fundamental vulnerabilities inherent in Linux systems has not been studied enough. In this paper, we propose characteristic classification and correlational analyses on the source-level vulnerabilities in Linux kernel that are opened to the public and listed in the SecurityFocus site for 6 years from 1999 to 2004. This study may contribute to expect the types of attacks, analyze the characteristics of the attacks abusing vulnerabilities, and verify the modules of the kernel that have critical vulnerabilities.

A Review on Deep Learning-based Image Outpainting (딥러닝 기반 이미지 아웃페인팅 기술의 현황 및 최신 동향)

  • Kim, Kyunghun;Kong, Kyeongbo;Kang, Suk-ju
    • Journal of Broadcast Engineering
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    • v.26 no.1
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    • pp.61-69
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    • 2021
  • Image outpainting is a very interesting problem in that it can continuously fill the outside of a given image by considering the context of the image. There are two main challenges in this work. The first is to maintain the spatial consistency of the content of the generated area and the original input. The second is to generate high quality large image with a small amount of adjacent information. Existing image outpainting methods have difficulties such as generating inconsistent, blurry, and repetitive pixels. However, thanks to the recent development of deep learning technology, deep learning-based algorithms that show high performance compared to existing traditional techniques have been introduced. Deep learning-based image outpainting has been actively researched with various networks proposed until now. In this paper, we would like to introduce the latest technology and trends in the field of outpainting. This study compared recent techniques by analyzing representative networks among deep learning-based outpainting algorithms and showed experimental results through various data sets and comparison methods.

Prospects for the Development of Rehabilitation Medical Robots (재활의료로봇의 발전 전망)

  • Moon, Jeong Eun;Cho, Yong Jin
    • Journal of Digital Convergence
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    • v.19 no.6
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    • pp.393-398
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    • 2021
  • As society becomes more complex and advanced, the risk of accidents is inevitably increased, and this is an opportunity to increase the occurrence of not only congenital disabilities but also acquired disabilities. In this situation, the use of rehabilitation robots, a complex of advanced technologies, is expected to increase steadily in the future. So the authors would take a look the technological trends and future development prospects of domestic and foreign rehabilitation robots. Until now, disability assistive robot technology has been mainly developed in the field of supporting disability with walking disabilities or work limitations rather than cognitive disabilities. However, another issue of population aging is that cognitive impairment has the potential to increase, so development of a disability assistance robot that secures user safety must be actively promoted. It is thought that empirical results should be derived and converged

Occupational risk factors influencing subjective oral symptoms in hospital facility Temp·Contract Workers (병원 시설 파견·용역 근로자들의 주관적 구강 증상에 영향을 미치는 직무 위험 요인에 관한 연구)

  • Hong, Min-Hee;Lee, Jung-Min;Jang, Ki-Won
    • Journal of Convergence for Information Technology
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    • v.11 no.7
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    • pp.298-306
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    • 2021
  • The purpose of this study was to examine the occupational risk factors that affect oral symptoms in hospital facility workers. This study surveyed 627 hospital facility temp·contract workers in the metropolitan area from November 17, 2020 to May 20, 2021. The results of the study indicate that oral symptoms were higher among workers with high risk of musculoskeletal disorders and injuries. Also, symptoms of oral mucosa, temporomandibular joint disorder, and dry mouth were high in the areas of job insecurity and organizational injustice. As the occupational risk factors and occupational stress of workers increased, the risk of oral symptoms increased. In the future, this study can be used as basic data for improving oral health policies to better the oral health of hospital facility workers.

Design of a Markup Language for Augmented Reality Systems (증강현실 시스템을 위한 시나리오 마크업 언어 설계)

  • Choi, Jongmyung;Lee, Youngho;Kim, Sun Kyung;Moon, Ji Hyun
    • Journal of Internet of Things and Convergence
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    • v.7 no.1
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    • pp.21-25
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    • 2021
  • Augmented reality systems are widely used in the fields of entertainment, shopping, education, and training, and the augmented reality technology is gradually increasing in importance. When augmented reality technology is used for education or training, it must be possible to represent different virtual objects depending on the work stage even for the same marker. Also, since the training content varies depending on the situation, it is necessary to describe it using a training scenario. In order to solve this problem, we propose a scenario markup language for an augmented reality system that can create training content based on a scenario and connect it with an augmented reality system. The scenario markup language for augmented reality provides functions such as a method for connecting a scene, a marker and a virtual object, a method for grasping the state of equipment or sensor value, and a method for moving a scene according to conditions. The augmented reality scenario markup language can flexibly increase the usefulness and expandability of the augmented reality system usage method and content usage.

Low-cost privacy protection integrated monitoring system using interest emphasis method (관심강조 방법을 활용한 저비용 사생활보호 통합관제시스템)

  • Shin, Kwang-Seong;Shin, Seong-Yoon
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.2
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    • pp.234-239
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    • 2021
  • Recently, as the installation of a large number of high-performance CCTVs for crime prevention and traffic control has increased rapidly, the problem of increasing system requirements for response to privacy infringement factors and analysis of high-definition image information transmitted from multiple cameras has been actively emerging. Accordingly, there is a need for a method for responding to privacy infringement and a method for efficiently processing surveillance images input from multiple cameras. In this paper, in order to reduce the processing cost of the input image and improve the processing speed, an integrated image is generated by grouping images input from a plurality of cameras. After analyzing the pre-generated integrated video, it detects a preset privacy event or an event that highlights interest. Depending on whether or not an event is detected, you will perform an editing operation corresponding to the event.

Development of usability evaluation index of convergence technology remote fluid monitoring device for non-face-to-face patient nursing system application and analysis of results (비대면 환자 간호시스템 적용을 위한 융합기술의 원격 수액모니터링 장치 사용성평가 지표 개발 및 결과 분석)

  • Kim, Seon-Chil
    • Journal of the Korea Convergence Society
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    • v.13 no.4
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    • pp.137-145
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    • 2022
  • The usability evaluation of the remote fluid monitoring device, which was introduced to reduce the work of nurses and increase the efficiency, was performed due to the expansion of the non-face-to-face medical system. Remote fluid monitoring is a fusion of various technologies such as fluid measurement and analysis, error correction technology, and transmission technology. The range of use by users, the information they want to obtain, and the control device, etc. are wide, and the factors that evaluate the product are also diverse. Therefore, it is difficult to improve the product through evaluation. In this study, a quantitative index was developed to help improve the product for commercialization by conducting 20 usability evaluations in three areas of product stability, operability, and satisfaction with the remote sap monitoring system device. It was performed through infrared and load cell-type sap monitoring devices. In terms of stability, there was a difference in installation work such as fixing the pole of the device, and high satisfaction was shown for operability and accuracy. In terms of product satisfaction, the satisfaction of load cell devices was generally high.

Spatial Data Update Method for Efficient Operation of the Integrated Underground Geospatial Map Management System (지하공간통합지도 관리 시스템의 효율적인 운영을 위한 공간 데이터 갱신 방법)

  • Lee, Bong-Jun;Kouh, Hoon-Joon
    • Journal of Industrial Convergence
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    • v.20 no.7
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    • pp.57-64
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    • 2022
  • There are various structures in the underground space, and the structures is managed as 3D data in Integrated Underground Geospatial Map Management System(IUGMMS). The worker transmits and updates the integrated map including the changed underground geospatial data to IUGMMS with the completed book submission program. However, there is a problem in that the transmission time and the update time is delayed because the size of the integrated map file is large. In this paper, we try to extract and transmit only the changed integrated map by obtaining and comparing each spatial characteristic information of the integrated map. As a result of the experiment, the transmission time of the suggestion method is short and the update time is also short than the transitional method because the suggestion method transmits only the integrated map including the changed underground geospatial data. As a result, it was possible to reduce the delay time in transmitting and updating the changed integrated map.

Dynamic Responses of Base Isolation Devices for Telecommunication Equipment in Building Structures (건축물 내 방송통신설비를 위한 면진장치의 동적거동)

  • Jeong, Saebyeok;Choi, Hyoung-Suk;Seo, Young-Deuk;Jung, Donghyuk
    • Journal of the Korea institute for structural maintenance and inspection
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    • v.26 no.1
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    • pp.39-48
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    • 2022
  • In earthquake situations, broadcasting and communication services are directly linked to rapid on-site rescue and effective restoration works. Recently, a variety of base isolation devices are widely introduced on building floors to avoid critical seismic damages of telecommunication facilities. However, in buildings with long fundamental periods, those devices may have undesirable amplification of seismic responses due to resonance effect between the building floors and base isolation devices. This study performs the seismic safety evaluation of two types of base isolation devices deployed for telecommunication facilities in mid- and high-rise buildings through numerical and experimental approaches. It is found that mid- and high-rise buildings can have low-frequency dynamic responses at the top floor when being subjected to design basis earthquake loading. Furthermore, bi-directional shake table testing demonstrated that the selected base isolation devices can exhibit unstable dynamic behaviors under such low-frequency excitations of the floor.