Experimental Comparison of Methods for Estimation of the Observed Velocity of the Vehicle in Video Stream

被引:2
|
作者
Konovalenko, Ivan [1 ,2 ,3 ]
Kuznetsova, Elena [1 ,3 ]
机构
[1] IITP RAS, Moscow, Russia
[2] MIPT, Moscow, Russia
[3] Visillect Serv Ltd, Moscow, Russia
关键词
Optical flow; feature points; edge extractor; video tracking;
D O I
10.1117/12.2181226
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we consider the problem of object's velocity estimation via video stream by comparing three new methods of velocity estimation named as vertical edge algorithm, modified Lucas-Kanade method, and feature points algorithm. As an applied example the task of automatic evaluation of vehicles' velocity via video stream on toll roads is chosen. We took some videos from cameras mounted on the toll roads and marked them out to determine true velocity. Comparison is carried out of performance in the correct velocity detection of the proposed methods with each other. The relevance of this paper is practical implementation of these methods overcoming all the difficulties of realization.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Relative Vehicle Velocity Estimation Using Monocular Video Stream
    Jain, Deepak Kumar
    Jain, Dr Rachna
    Cai, Lingin
    Gupta, Meenu
    Upadhyay, Yash
    2020 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2020,
  • [2] DETERMINATION AND COMPARISON METHODS OF BODY POSITIONS ON STREAM VIDEO
    Bilous, N. V.
    Ahekian, I. A.
    Kaluhin, V. V.
    RADIO ELECTRONICS COMPUTER SCIENCE CONTROL, 2023, (02) : 52 - 60
  • [3] Development of Automated Technique for Vehicle Speed Estimation and Tracking in Video Stream
    Wardha, Shalaka S.
    Deokar, S. M.
    Patankar, S. S.
    Kulkarni, J. V.
    2017 2ND IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), 2017, : 940 - 944
  • [4] Velocity Estimation of Robot Manipulators: An Experimental Comparison
    Liu, Stefan B.
    Giusti, Andrea
    Althoff, Matthias
    IEEE OPEN JOURNAL OF CONTROL SYSTEMS, 2023, 2 : 1 - 11
  • [5] Driver's view and vehicle surround estimation using omnidirectional video stream
    Huang, KS
    Trivedi, MM
    Gandhi, T
    IEEE IV2003: INTELLIGENT VEHICLES SYMPOSIUM, PROCEEDINGS, 2003, : 444 - 449
  • [6] Experimental Validation of Vehicle Velocity, Attitude and IMU Bias Estimation
    Scholte, Wouter J.
    Marco, Vicent Rodrigo
    Nijmeijer, Henk
    IFAC PAPERSONLINE, 2019, 52 (08): : 118 - 123
  • [7] Estimation of average stream velocity
    Waldon, MG
    JOURNAL OF HYDRAULIC ENGINEERING-ASCE, 2004, 130 (11): : 1119 - 1122
  • [8] Experimental study on the estimation methods of wave orbital velocity
    Damiani, L
    Mossa, M
    PROCEEDINGS OF THE SEVENTH (1997) INTERNATIONAL OFFSHORE AND POLAR ENGINEERING CONFERENCE, VOL III, 1997, 1997, : 942 - 949
  • [9] A comparison of nonlinear estimation methods for tracked vehicle with slipping
    Zhou, Bo
    Han, Jianda
    2007 IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION, VOLS 1-7, 2007, : 2881 - 2886
  • [10] Estimation of vehicle lateral velocity
    Farrelly, J
    Wellstead, P
    PROCEEDINGS OF THE 1996 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 1996, : 552 - 557