• Title/Summary/Keyword: 장치 식별 알고리즘

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A Survey on Deep Learning based Face Recognition for User Authentication (사용자 인증을 위한 딥러닝 기반 얼굴인식 기술 동향)

  • Mun, Hyung-Jin;Kim, Gea-Hee
    • Journal of Industrial Convergence
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    • v.17 no.3
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    • pp.23-29
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    • 2019
  • Object recognition distinguish objects which are different from each other. But Face recognition distinguishes Identity of Faces with Similar Patterns. Feature extraction algorithm such as LBP, HOG, Gabor is being replaced with Deep Learning. As the technology that identify individual face with machine learning using Deep Learning Technology is developing, The Face Recognition Technology is being used in various field. In particular, the technology can provide individual and detailed service by being used in various offline environments requiring user identification, such as Smart Mirror. Face Recognition Technology can be developed as the technology that authenticate user easily by device like Smart Mirror and provide service authenticated user. In this paper, we present investigation about Face Recognition among various techniques for user authentication and analysis of Python source case of Face recognition and possibility of various service using Face Recognition Technology.

Extraction of the ship movement information by a radar target extractor (Radar Target Extractor에 의한 선박운동정보의 추출에 관한 연구)

  • Lee, Dae-Jae;Kim, Kwang-Sik;Byun, Duck-Soo
    • Journal of the Korean Society of Fisheries and Ocean Technology
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    • v.38 no.3
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    • pp.249-255
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    • 2002
  • This paper describes on the extraction of ship's real-time movement information using a combination full-function ARPA radar and ECS system that displays radar images and an electronic chart together on a single PC screen. The radar target extractor(RTX) board, developed by Marine Electronics Corporation of Korea, receives radar video, trigger, antenna bearing pulse and heading pulse signals from a radar unit and processes these signals to extract target information. The target data extracted from each pulse repetition interval in DSPs of RTX that installed in 16 bit ISA slot of a IBM PC compatible computer is formatted into a series of radar target messages. These messages are then transmitted to the host PC and displayed on a single screen. The position data of target in range and azimuth direction are stored and used for determining the center of the distributed target by arithmetic averaging after the detection of the target end. In this system, the electronic chart or radar screens can be displayed separately or simulaneously and in radar mode all information of radar targets can be recorded and replayed In spite of a PC based radar system, all essential information required for safe and efficient navigation of ship can be provided.

정박선 주묘판별 프로그램 개발에 관한 연구

  • Kim, Gwang-Il;Jeong, Jung-Sik;Park, Gye-Gak;Choe, Un-Seong;Kim, Wan-Uk;Lee, In-Beom
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2013.06a
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    • pp.371-373
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    • 2013
  • 정박중인 선박의 안전을 위하여 항해사 및 선장, 해상교통관제사(VTSO, Vessel Traffic Service Operator)는 수시로 선박이 주묘가 되는지 확인하여야 한다. 일반적으로 정박선의 주묘여부 판별은 선위측정에 의한 방법과 선체움직임을 감지하여 확인하는 방법이 있다. 하지만 VTSO는 실제 선박의 구체적인 정박상황 파악이 어려우므로 수신되는 위치정보를 바탕으로 주묘여부를 판별해야 한다. 본 연구는 VTS에서 AIS에 의해 수집되는 데이터를 활용하여 VTSO의 경험적 주묘여부 판별 알고리즘을 토대로 VTS에서 활용가능한 정박선 주묘판별 프로그램을 제시하고자 한다. 또한 구성된 프로그램을 완도주변해역에 적용하여 선박주묘여부를 판별하였다.

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선박 입출항 소요시간 분석을 통한 항만 VTS의 효율적인 운영

  • 김태균;우정훈;박영숙;김광일
    • Proceedings of the Korean Institute of Navigation and Port Research Conference
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    • 2023.05a
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    • pp.21-22
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    • 2023
  • 입항 수역이 좁은 제주항만은 단일 방향 통항이 가능한 one-way 방식을 사용 중 이다. 이러한 항만 특성으로 인해 제주항을 입출항 하는 선박들은 해상교통관제사(Vessel Traffic Service, VTS)의 지시에 의거하여 순서대로 입출항을 하고 있다. 본 연구는 VTS 관제사가 객관적이고 정확한 예측을 위해 선박자동식별장치(Automatic Identification System, AIS) 선박항적데이터를 이용하여 제주항에 입출항 하는 선박의 이동시간 통계를 산출하여 선박입출항 소요시간을 분석하고자 한다. 이를 위해 AIS 데이터를 이용하여 선박 이동시간을 산출하는 알고리즘을 제안하고, 이에 더하여 기상 상태와 항만 예선 사용에 따른 입출항 소요 시간을 취합하여 분석하고자 한다. 이에 따른 결과를 실제 관제에 적용 시켜 보다 더 안전하고 효율적으로 항만을 운영하는데 의의를 두고 있다.

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Development of An Autonomous Medicine Delivery Robot Using Facial Recognition for Unlocking Mechanisms (얼굴인식 알고리즘을 활용한 잠금해제 및 자율주행 약제배송로봇 개발)

  • Yu-Kyeong Kim;Ye-Rin Kim
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.11a
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    • pp.874-875
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    • 2023
  • 본 논문은 COVID-19와 같은 전염병 확산 방지를 위해 비대면 약제배송로봇을 제안한다. 제안한 로봇은 OpenCV와 Q-Learning기반의 모델을 사용하여 실시간 영상처리로 사람의 얼굴을 식별한다. 환자의 얼굴, 나이, 전달 약제 등을 환자 데이터베이스에 등록한다. 카메라로 인식된 환자의 얼굴과 데이터베이스 내 환자의 얼굴이 일치할 경우 잠금장치를 해제시켜 환자의 약제 수령을 허용한다. 또한 어플리케이션을 통해 약제가 올바르게 전달되었는지 2차적으로 확인한다. 따라서 본 논문에서 제안한 로봇은 비대면으로 환자에게 약을 전달함으로써 입원병동에서 발생할 수 있는 전염병 확상의 방지에 효과적으로 기여할 수 있을 것이다.

An Attack Graph Model for Dynamic Network Environment (동적 네트워크 환경에 적용 가능한 Attack Graph 모델 연구)

  • Moon, Joo Yeon;Kim, Taekyu;Kim, Insung;Kim, Huy Kang
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.28 no.2
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    • pp.485-500
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    • 2018
  • As the size of the system and network environment grows and the network structure and the system configuration change frequently, network administrators have difficulty managing the status manually and identifying real-time changes. In this paper, we suggest a system that scans dynamic network information in real time, scores vulnerability of network devices, generates all potential attack paths, and visualizes them using attack graph. We implemented the proposed algorithm based attack graph; and we demonstrated that it can be applicable in MTD concept based defense system by simulating on dynamic virtual network environment with SDN.

A Design of A Modbus Application Protocol for Multiple SCU Connections (다중 제어 장치 연결을 위한 Modbus 응용 Protocol 설계)

  • Song, Jeong-Ho;Kim, Bo-Hun;Kim, Hwang-Rae
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.4
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    • pp.642-649
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    • 2018
  • The Modbus protocol is the most widely used protocol for connecting multiple slave control units (SCUs) in the master control unit. However, the Modbus protocol does not identify which SCU response message corresponds to the service request message. Therefore, when using the Modbus protocol, one service request message can be transmitted after processing the previous message. In this paper, we propose a Modbus application protocol with an index code and a service code to solve the problem. As a result of experimentation, it is possible to transmit the next service request message without processing the previous service request message. And when a communications error occurs, it is possible to identify what type of error occurred using an error detection algorithm. Also, with simultaneous multiple service requests, the proposed protocol can improve processing time by about 66.2%, compared to the original Modbus protocol.

Presentation control of a computer using hand motion identification rules (손동작 식별 규칙을 이용한 컴퓨터의 프레젠테이션 제어)

  • Lee, Kyu-Won
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.9
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    • pp.1172-1178
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    • 2018
  • A system that control computer presentations by using the hand motion recognition and identification is proposed. The system recognizes and identifies various types of motion in hand motion, controlls the presentation without additional control devices. To recognize hand movements, it performs a face and hand region detection. Facial area is detected using Haar classifier and hand region is extracted according to skin color information on HSV color model. The face area is used to determine the beginning and end of hand gestures, the size and direction of motion. It recognizes various hand gestures and uses them to control computer presentations according to the hand motion identification rules that are proposed and set horizontal and vertical axes from the face area. It is confirmed that 97.2% recognition rate is obtained in about 1200 hand motion recognition experiments and the proposed algorithm is valid in presentation control.

Studies of Automatic Dental Cavity Detection System as an Auxiliary Tool for Diagnosis of Dental Caries in Digital X-ray Image (디지털 X-선 영상을 통한 치아우식증 진단 보조 시스템으로써 치아 와동 자동 검출 프로그램 연구)

  • Huh, Jangyong;Nam, Haewon;Kim, Juhae;Park, Jiman;Shin, Sukyoung;Lee, Rena
    • Progress in Medical Physics
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    • v.26 no.1
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    • pp.52-58
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    • 2015
  • The automated dental cavity detection program for a new concept intra-oral dental x-ray imaging device, an auxiliary diagnosis system, which is able to assist a dentist to identify dental caries in an early stage and to make an accurate diagnosis, was to be developed. The primary theory of the automatic dental cavity detection program is divided into two algorithms; one is an image segmentation skill to discriminate between a dental cavity and a normal tooth and the other is a computational method to analyze feature of an tooth image and take an advantage of it for detection of dental cavities. In the present study, it is, first, evaluated how accurately the DRLSE (Direct Regularized Level Set Evolution) method extracts demarcation surrounding the dental cavity. In order to evaluate the ability of the developed algorithm to automatically detect dental cavities, 7 tooth phantoms from incisor to molar were fabricated which contained a various form of cavities. Then, dental cavities in the tooth phantom images were analyzed with the developed algorithm. Except for two cavities whose contours were identified partially, the contours of 12 cavities were correctly discriminated by the automated dental caries detection program, which, consequently, proved the practical feasibility of the automatic dental lesion detection algorithm. However, an efficient and enhanced algorithm is required for its application to the actual dental diagnosis since shapes or conditions of the dental caries are different between individuals and complicated. In the future, the automatic dental cavity detection system will be improved adding pattern recognition or machine learning based algorithm which can deal with information of tooth status.

Tracking of ground objects using image information for autonomous rotary unmanned aerial vehicles (자동 비행 소형 무인 회전익항공기의 영상정보를 이용한 지상 이동물체 추적 연구)

  • Kang, Tae-Hwa;Baek, Kwang-Yul;Mok, Sung-Hoon;Lee, Won-Suk;Lee, Dong-Jin;Lim, Seung-Han;Bang, Hyo-Choong
    • Journal of the Korean Society for Aeronautical & Space Sciences
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    • v.38 no.5
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    • pp.490-498
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    • 2010
  • This paper presents an autonomous target tracking approach and technique for transmitting ground control station image periodically for an unmanned aerial vehicle using onboard gimbaled(pan-tilt) camera system. The miniature rotary UAV which was used in this study has a small, high-performance camera, improved target acquisition technique, and autonomous target tracking algorithm. Also in order to stabilize real-time image sequences, image stabilization algorithm was adopted. Finally the target tracking performance was verified through a real flight test.