• Title/Summary/Keyword: Tracking

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Lightweight high-precision pedestrian tracking algorithm in complex occlusion scenarios

  • Qiang Gao;Zhicheng He;Xu Jia;Yinghong Xie;Xiaowei Han
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.17 no.3
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    • pp.840-860
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    • 2023
  • Aiming at the serious occlusion and slow tracking speed in pedestrian target tracking and recognition in complex scenes, a target tracking method based on improved YOLO v5 combined with Deep SORT is proposed. By merging the attention mechanism ECA-Net with the Neck part of the YOLO v5 network, using the CIoU loss function and the method of CIoU non-maximum value suppression, connecting the Deep SORT model using Shuffle Net V2 as the appearance feature extraction network to achieve lightweight and fast speed tracking and the purpose of improving tracking under occlusion. A large number of experiments show that the improved YOLO v5 increases the average precision by 1.3% compared with other algorithms. The improved tracking model, MOTA reaches 54.3% on the MOT17 pedestrian tracking data, and the tracking accuracy is 3.7% higher than the related algorithms and The model presented in this paper improves the FPS by nearly 5 on the fps indicator.

Vehicle Tracking using Parametric Active Contour (Parametric Active Contour를 이용한 Vehicle Tracking)

  • 나상일;이웅희;조익환;정동석
    • Proceedings of the IEEK Conference
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    • 2003.07d
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    • pp.1411-1414
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    • 2003
  • In this paper, vehicle tracking is implemented using parametric active contour. Extract objects from the background area is the essential step in vehicle tracking. We focus our algorithm on the situations such that the camera is fixed. However, if a simple and ordinary algorithm is adapted to achieve real-time processing, it produces much noise and the vehicle tracking results is poor. For this reason, in this paper, we propose a parametric active contour model algorithm to achieve better vehicle tracking. Experimental results show that the performance of the proposed algorithm is satisfactory.

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Enhancement of Tracking Performance of Laser Tracking System for Measuring Position Accuracy of Robots

  • Hwang, Sung-Ho;Choi, Gyeong-Rak;Lee, Ho-Gil;Shon, Woong-Hee;Kim, Jin-Young
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.61.5-61
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    • 2001
  • The laser tracking system(LTS) presents the most promising technique for dynamic position measurement of industrial robots. This system combine the advantage of high accuracy with a contactless measurement technique. It is the measurement system of position in three dimensions using distance data obtained by laser interferometer and real time angle by tracking mirror assembly. After measuring the tracking error of the beam projected on the center of retroreflector in robot end effector, this system tracks the end effector continuously by adjusting tracking mirror angle to minimize this error ...

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A study on the tracking algorithm of satellite antenna system (위성 안테나 시스템의 추적 알고리즘에 관한 연구)

  • 강우신;조창호;이상철;조도현;이상효
    • 제어로봇시스템학회:학술대회논문집
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    • 2000.10a
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    • pp.128-128
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    • 2000
  • An antenna tracking technique, referred to as "step track", is commonly used in communication applications. In this paper, an algorithm to improve the step-tracking technique for satellite tracking is proposed. We suggest a method by which the antenna scans the azimuth, detects the satellite signal without the position information, and points quickly to the direction receiving the signal of peak level. After reaching the peak level, the step-track system maintains enough signal levels to receive satellite broadcasting normally. Performance of the Tracking Algorithm proposed in this paper are verified with simulation.

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Development of a Tracking Algorithm for Shipboard Satellite Antenna Systems (선박용 위성 안테나의 트랙킹 알고리즘 개발)

  • 고운용;황승욱;진강규
    • Proceedings of the Korean Society of Marine Engineers Conference
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    • 2001.05a
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    • pp.219-224
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    • 2001
  • This paper presents the development of a tracking algorithm for shipboard satellite antenna systems which can enhance the tracking performance. In order to overcome some drawbacks of the conventional step tracking algorithm, the proposed algorithm searches for the best tracking angles using gradient-based formulae and signal intensities measured according to a search pattern. The effectiveness of the proposed algorithm is demonstrated through simulation using real-world data.

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Real-time Target Tracking System by Extended Kalman Filter (확장칼만필터를 이용한 실시간 표적추적)

  • 임양남;이성철
    • Journal of the Korean Society for Precision Engineering
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    • v.15 no.7
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    • pp.175-181
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    • 1998
  • This paper describes realtime visual tracking system of moving object for three dimensional target using EKF(Extended Kalman Filter). We present a new realtime visual tracking using EKF algorithm and image prediction algorithm. We demonstrate the performance of these tracking algorithm through real experiment. The experimental results show the effectiveness of the EKF algorithm and image prediction algorithm for realtime tracking and estimated state value of filter, predicting the position of moving object to minimize an image processing area, and by reducing the effect by quantization noise of image.

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Performance Evaluation of Vector Tracking Loop Based Receiver for GPS Anti-Jamming Environment (GPS 교란 환경에서 벡터추적루프 기반 수신기 성능평가)

  • Song, Jong-Hwa;Im, Sung-Hyuck;Jee, Gyu-In
    • Journal of Institute of Control, Robotics and Systems
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    • v.19 no.2
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    • pp.152-157
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    • 2013
  • In this paper, we represent the implementation and performance analysis of vector tracking loop based GPS receiver for jamming environment. The vector tracking loop navigation performance is compared by simulation with conventional tracking loop. The simulation results shows that vector tracking loop is more robust than conventional tracking loop in jamming environment. The vector tracking loop can gain 2dB in jamming performance capability over a conventional GPS receiver. Also, Anti-jamming performance of INS Doppler aiding and deep integration method are compared.

Multi-Target Tracking System based on Neural Network Data Association Algorithm (신경회로망 데이터 연관 알고리즘에 근거한 다중표적 추적 시스템)

  • 이진호;류충상;김은수
    • Journal of the Korean Institute of Telematics and Electronics A
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    • v.29A no.11
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    • pp.70-77
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    • 1992
  • Generally, the conventional tracking algorithms are very limited in the practical applications because of that the computation load is exponentially increased as the number of targets being tracked is increase. Recently, to overcome this kind of limitation, some new tracking methods based on neural network algorithms which have learning and parallel processing capabilities are introduced. By application of neural networks to multi-target tracking problems, the tracking system can be made computationally independent of the number of objects being tracked, through their characteristics of massive parallelism and dense interconnectivity. In this paper, a new neural network tracking algorithm, which has capability of adaptive target tracking with little increase of the amount of calculation under the clutter and noisy environments, is suggested and the possibility of real-time multi-target tracking system based on neural networks is also demonstrated through some good computer simulation results.

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A Review of Eye-tracking Method in Elementary Science Education Research (초등과학 교육연구에서 시선추적 연구방법의 고찰)

  • Shin, Won-Sub
    • Journal of Korean Elementary Science Education
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    • v.35 no.3
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    • pp.288-304
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    • 2016
  • The purpose of this study is a review of previous studies and principles of eye-tracking techniques that are actively applied in recent elementary science education. Also it proposes to utilize the direction of eye tracking techniques in elementary science education research. Recent eye-tracking technology was developed, using the infrared pupil and the corneal reflection can be safely and accurately track the eye movements of the participants. Eye tracking has the advantage of higher temporal resolution, accessibility, convenience, objectivity, stability and safety. Analysis of the previous studies, there was a difference in the study design and analysis. The workshops and seminars are needed for accurate understanding of eye-tracking method in elementary science education research. In conclusion, the eye-tracking can be utilized such as effectiveness analysis of teaching materials and media, behaviors analysis of teachers and students in a real class, cognitive strategies and attention analysis of the student, discriminating tool of various education evaluation, etc.

A heuristic Sweeping Algorithm for Autonomous Smearing Robot

  • Hyun, W.K.
    • Proceedings of the IEEK Conference
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    • 1998.10a
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    • pp.417-420
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    • 1998
  • A heuristic sweeping algorithm for an autonomous smearing robot which executes the area filling task is proposed. This algorithm searches tracking points with the obstacle andenvironment wall while the robot tracking whole workspace, and finds sequential tracking line by sequentally connecting the tracking points in such a way that (1) the line should be never crossed, (2) the total tracking points should be is linked as short as possible, and (3) the tracking link should be cross over the obstacle in the work-space. If the line pass through the obstacle, hierarchical collision free algorithm proposed is implied. The proposed algorithm consists of (1) collision detection procedure, (2) obstacle map making procedures, (3) tracking points generation procedures for subgosls, (4) tracking points scanning procedures, and (5) obstacle avoidance procedure.

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