• Title/Summary/Keyword: 차량 트래킹

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Vehicle Infotainment System Based on AI (인공지능 기반 차량 인포테인먼트시스템)

  • Kyu-chan Kim;Ji-seob Kim;Jung-mu Kim;Chang-min Lee;Jun-hyeong Park;Tae-won Kim;Joon-ho Park
    • Proceedings of the Korean Society of Computer Information Conference
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    • 2023.07a
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    • pp.433-434
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    • 2023
  • 본 논문에서는 미디어파이프와 아이트래킹의 손동작 및 눈 위치 인식을 이용하여 차량 내 조작할 수 있는 다양한 기능을 감압식 버튼이 아닌 카메라를 이용한 동작 기능을 제공해주는 차량 인포테인먼트시스템을 제안한다. 인공지능 모델은 Open-CV 구조를 활용하여 학습을 진행하였고, 라즈베리파이를 이용하여 구현하였다. 제안된 시스템은 운전자를 위해 설계된 다양한 동작들을 시각 정보로 전달해 운전 중 불편함을 대체할 수 있을 뿐만 아니라, 설치 및 사용방법이 간편하여 활용도가 높을 것으로 기대된다.

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Vanishing point-based 3D object detection method for improving traffic object recognition accuracy

  • Jeong-In, Park
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.1
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    • pp.93-101
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    • 2023
  • In this paper, we propose a method of creating a 3D bounding box for an object using a vanishing point to increase the accuracy of object recognition in an image when recognizing an traffic object using a video camera. Recently, when vehicles captured by a traffic video camera is to be detected using artificial intelligence, this 3D bounding box generation algorithm is applied. The vertical vanishing point (VP1) and horizontal vanishing point (VP2) are derived by analyzing the camera installation angle and the direction of the image captured by the camera, and based on this, the moving object in the video subject to analysis is specified. If this algorithm is applied, it is easy to detect object information such as the location, type, and size of the detected object, and when applied to a moving type such as a car, it is tracked to determine the location, coordinates, movement speed, and direction of each object by tracking it. Able to know. As a result of application to actual roads, tracking improved by 10%, in particular, the recognition rate and tracking of shaded areas (extremely small vehicle parts hidden by large cars) improved by 100%, and traffic data analysis accuracy was improved.

A Study on Vehicle to Road Tracking Methodology with Consideration of vehicle lateral dynamics (차량 횡방향 운동 방정식을 고려한 차대도로간 트래킹 기법)

  • Shin, Dongho
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.16 no.6
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    • pp.219-230
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    • 2017
  • This paper proposes a vehicle to road tracking algorithm based on vision sensor by using EKF(Extended Kalman Filter). The lateral offset, heading angle, and curvature which are obtained from vehicle to road tracking might be used as inputs to steering controller of LKAS(Lane Keeping Assist System) or for the warning decision logic of LDWS(Lane Departure Warning System). To the end, in this paper, the yaw rate, steering angle, and vehicle speed as well as lane raw points together with considering of vehicle lateral dynamics are utilized to improve the exactness and convergence of the vehicle to road tracking. The proposed algorithm has been tested at a proving ground that consists of straight and curve sections and compared with GPS datum using DGPS-RTK equipment to show the feasibility of the proposed algorithm.

Deep Learning Based Emergency Response Traffic Signal Control System

  • Jeong-In, Park
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.2
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    • pp.121-129
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    • 2023
  • In this paper, we developed a traffic signal control system for emergency situations that can minimize loss of property and life by actively controlling traffic signals in a certain section in response to emergency situations. When the emergency vehicle terminal transmits an emergency signal including identification information and GPS information, the surrounding image is obtained from the camera, and the object is analyzed based on deep learning to output object information having information such as the location, type, and size of the object. After generating information tracking this object and detecting the signal system, the signal system is switched to emergency mode to identify and track the emergency vehicle based on the received GPS information, and to transmit emergency control signals based on the emergency vehicle's traveling route. It is a system that can be transmitted to a signal controller. This system prevents the emergency vehicle from being blocked by an emergency control signal that is applied first according to an emergency signal, thereby minimizing loss of life and property due to traffic obstacles.

Implementation of a location-tracking system based on Windows Mobile operating system (Windows Mobile 운영체제 기반 위치 트래킹 시스템의 구현)

  • Lee, Jung-Hoon;Park, Gyung-Leen
    • Proceedings of the Korean Association of Geographic Inforamtion Studies Conference
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    • 2008.06a
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    • pp.41-44
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    • 2008
  • 본 논문은 GPS 수신기와 CDMA 통신모듈을 장착한 이동단말기를 대상으로 자신의 위치를 Windows Mobile 운영체제의 API를 통해 중앙의 서버에게 전송하는 프레임워크를 설계하고 구현한다. 단말기 소프트웨어는 자원의 효율적인 사용과 확장성을 위하여 GPS 쓰레드, 통신 쓰레드 등으로 구성되어 미동기적으로 GPS 위치 정보를 공유 자료구조에 저장하고 응용에서 정의한 주기에 의해 중앙서버에게 보고한다. 서버는 이를 받아 위치로그의 생성, 이동객체 위치 트래킹을 위한 가시화 등 다양한 응용을 작성할 수 있게 된다. Garmin 포맷의 분석, RAS에 기반한 CDMA 통신, 쓰레드 처리, 서버의 로그 생성 등 핵심적인 요소들의 구현에 의해 차량 텔레매틱스 등 다양한 위치기반 응용을 작성할 수 있도록 한다.

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Realization of An Outdoor Augmented Reality System using GPS Tracking Method (GPS 트래킹 방식을 이용한 옥외용 증강현실 시스템 구현)

  • Choi, Tae-Jong;Kim, Jung-Kuk;Huh, Woong;Jang, Byun-Tae
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.39 no.5
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    • pp.45-55
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    • 2002
  • In this paper, we describe an outdoor augmented reality system using GPS tracking for position and attitude information. The system consist of a remote mobile operation unit and a ground operation unit. The remote mobile operation unit includes a real-time image acquiring device, a GPS tracking device, and a wireless data transceiver; the ground operation unit includes a wireless transceiver, a virtual image generating device, and an image superimposing device. The GPS tracking device for measurement of position and attitude of the remote mobile operation unit was designed by TANS Vector and RT-20 for DGPS. The wireless data transceiver was for data transmission between the remote mobile operation unit and the ground operation unit. After the remote mobile operation unit was installed on a vehicle and a helicopter, the system was evaluated to verify its validity in actual applications. It was found that the implemented system could be used for obtaining real-time remote information such as construction simulation, tour guide, broadcasting, disaster observation, or military purpose.

지능형 감시 시스템을 위한 액티브 트래킹 및 객체 특성 분석 기술

  • Choe, Yu-Ju;Yang, Hwi-Seok;Hwang, Yong-Hyeon;Jo, Wi-Deok
    • Information and Communications Magazine
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    • v.28 no.4
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    • pp.35-40
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    • 2011
  • 본고에서는 지능형 국방 감시시스템에 적용할 수 있는 핵심 기술인 PTZ(Pan-Tilt-Zoom) 네트워크 카메라를 이용한 액티브 객체 추적 및 객체 특성 분석 기법을 소개한다. 본고에서 소개하는 기법은 기존의 적응적 배경 모델링 기반의 객체 검출에서 발생하는 고스트 현상을 제거하고 정지객체를 안정적으로 추적할 수 있는 방법과 PTZ 카메라의 Panning, Tilting, Zooming을 통하여 카메라의 FOV를 지속적으로 추적하기 위한 카메라 이동 위치 예측 알고리즘을 포함하고 있다. 본고에서는 또한, 지능형 감시시스템의 한 종류로서 일반인이 통행할 수 있는 구역에서 출입자의 의상 특성을 분석하여 비인증 출입자를 검출하는 방법과 추적하는 객체가 차량일 경우, 차량의 종류를 자동 분류하는 기법을 소개한다.

Implementation of a map matching module based on the shape file for the Taxi telematics system (택시 텔레매틱스 상에서 쉐이프 파일에 기반한 맵 매칭 모듈의 구현)

  • Junghoon Lee;Youngshin Hong;Gyung-Leen Park;Inhye Shin;Jiae Kang
    • Proceedings of the Korea Information Processing Society Conference
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    • 2008.11a
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    • pp.1222-1223
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    • 2008
  • 본 논문에서는 1분에 최대 200 개의 위치보고를 처리하여야 하는 제주 택시 텔레매틱스 시스템에서 보다 효율적인 트래킹과 택시 배차를 위해 맵 매칭에 의해 차량이 위치한 도로를 검색하는 모듈을 설계하고 구현한다. 구현된 모듈은 위치기반 서비스에 있어서 저비용 효율적으로 맵 매칭을 구현하기 위해 쉐이프 파일을 직접 순차적으로 처리하고 보고지점과 세그먼트들로 이루어진 삼각형의 면적을 기반으로 매칭 링크를 검색한다. 이 기능은 차량의 진행방향을 판단하거나 도로 내에서의 위치 비율을 계산하는데 용이하며 다양한 부가 정보를 생성할 수 있다. 구현된 시스템에서 실제 히스토리 데이터에 대해 맵 매칭을 수행한 결과 95% 이상 해당 링크를 검색하였다.

Auto-Analysis of Traffic Flow through Semantic Modeling of Moving Objects (움직임 객체의 의미적 모델링을 통한 차량 흐름 자동 분석)

  • Choi, Chang;Cho, Mi-Young;Choi, Jun-Ho;Choi, Dong-Jin;Kim, Pan-Koo
    • The Journal of The Korea Institute of Intelligent Transport Systems
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    • v.8 no.6
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    • pp.36-45
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    • 2009
  • Recently, there are interested in the automatic traffic flowing and accident detection using various low level information from video in the road. In this paper, the automatic traffic flowing and algorithm, and application of traffic accident detection using traffic management systems are studied. To achieve these purposes, the spatio-temporal relation models using topological and directional relations have been made, then a matching of the proposed models with the directional motion verbs proposed by Levin's verbs of inherently directed motion is applied. Finally, the synonym and antonym are inserted by using WordNet. For the similarity measuring between proposed modeling and trajectory of moving object in the video, the objects are extracted, and then compared with the trajectories of moving objects by the proposed modeling. Because of the different features with each proposed modeling, the rules that have been generated will be applied to the similarity measurement by TSR (Tangent Space Representation). Through this research, we can extend our results to the automatic accident detection of vehicle using CCTV.

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