Robust and efficient tracking in image sequences using a kalman filter and an affine motion model

被引:0
|
作者
Karlsson, H [1 ]
Nygårds, J [1 ]
机构
[1] Swedish Def Res Agcy, Linkoping, Sweden
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper summarizes an already existing tracking algorithm and presents an approach to improve it by incorporating a Kalman filter. The aim is to develop a lightweight, robust real-time tracking system, to be used on an experimental geo-referenced camera platform. The result is a more robust, occlusion-resistant tracking algorithm exemplified by some tracking scenarios at the end of the paper.
引用
收藏
页码:98 / 104
页数:7
相关论文
共 50 条
  • [1] Robust motion tracking in video sequences using particle filter
    Liu, Guixi
    Fan, Chunyu
    Gao, Enke
    [J]. ADVANCES IN ARTIFICIAL REALITY AND TELE-EXISTENCE, PROCEEDINGS, 2006, 4282 : 540 - +
  • [2] Motion Prediction Using Dual Kalman Filter for Robust Beating Heart Tracking
    Yang, Bo
    Liu, Chao
    Poignet, Philippe
    Zheng, Wenfeng
    Liu, Shan
    [J]. 2015 37TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2015, : 4875 - 4878
  • [3] A robust method for hand tracking using mean-shift algorithm and Kalman filter in stereo color image sequences
    Elmezain, Mahmoud
    Al-Hamadi, Ayoub
    Niese, Robert
    Michaelis, Bernd
    [J]. World Academy of Science, Engineering and Technology, 2009, 59 : 283 - 287
  • [4] REGION-BASED TRACKING USING AFFINE MOTION MODELS IN LONG IMAGE SEQUENCES
    MEYER, FG
    BOUTHEMY, P
    [J]. CVGIP-IMAGE UNDERSTANDING, 1994, 60 (02): : 119 - 140
  • [5] Robust tracking of moving sound source using multiple model Kalman filter
    Liang, Zhiwei
    Ma, Xudong
    Dai, Xianzhong
    [J]. APPLIED ACOUSTICS, 2008, 69 (12) : 1350 - 1355
  • [6] Robust Digital Image Stabilization Using the Kalman Filter
    Wang, Chuntao
    Kim, Jin-Hyung
    Byun, Keun-Yung
    Ni, Jiangqun
    Ko, Sung-Jea
    [J]. IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2009, 55 (01) : 6 - 14
  • [7] Robust and Efficient Pose Tracking Using Perspective-Four-Point Algorithm and Kalman Filter
    Wong, Kin Hong
    Yu, Ying Kin
    Fung, Ho Yin
    Kam, Ho Chuen
    Tsui, Kwun Pang
    [J]. 2017 INTERNATIONAL CONFERENCE ON MECHANICAL, SYSTEM AND CONTROL ENGINEERING (ICMSC), 2017, : 240 - 244
  • [8] Tracking and Prediction of Motion of Segmented Regions Using the Kalman Filter
    Juan Sanchez-Garcia, Angel
    Vladimir Rios-Figueroa, Homero
    Marin-Hernandez, Antonio
    Gabriel Acosta-Mesa, Hector
    [J]. 2014 INTERNATIONAL CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND COMPUTERS (CONIELECOMP), 2014, : 88 - 93
  • [9] Tracking of heart wall motion using unscented kalman filter
    Hazarika, D.
    Mahanta, C.
    Dandapat, S.
    [J]. 2006 ANNUAL IEEE INDIA CONFERENCE, 2006, : 290 - +
  • [10] Human Detection and Tracking using Image Segmentation and Kalman Filter
    Thombre, D. V.
    Das, Lekha
    Nirmal, J. H.
    [J]. IAMA: 2009 INTERNATIONAL CONFERENCE ON INTELLIGENT AGENT & MULTI-AGENT SYSTEMS, 2009, : 249 - +