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多目标跟踪数据关联方法综述 被引量:3

Summary of Data Association Methods In Multi-target Tracking
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摘要 本文首先介绍了目标跟踪的基本概念和原理,并对在此过程中最重要的数据关联进行了论述;再对经典的数据关联方法进行了分析与总结,指出了经典的数据关联方法的基本特征;并对近几年受到广泛关注的"多对一"问题、以及实际应用中基于特征的数据关联进行了总结。最后,基于数据关联的研究现状,提出了需要进一步研究的若干问题。 Firstly, the basic concept, principle of target tracking are introduced, and the importance of data association is analyzed; Secondly, the classical data association methods are summarized and the basic feature of those methods are presented; For tracking a target when more than one target originated measurement may exist within the validation gate, the many-to-one measurement set-to-track association methods are summarized,as well methods based on features. Finally, the future study problems of development of data association methods are presented.
作者 杨凡弟
机构地区 重庆邮电大学
出处 《科技视界》 2016年第6期164-164,194,共2页 Science & Technology Vision
关键词 多目标跟踪 数据关联 综述 Multi-target tracking Data association Summary
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参考文献17

  • 1Kuo C H,Huang C,Nevatia R.Multi-target tracking by on-line learned discriminative appearance models[C].IEEE Conference on Computer Vision&Pattern Recognition.2010:685-692.
  • 2Singer R A,Stein J J.An optimal tracking filter for processing sensor data of imprecisely determined origin in surveillance systems[C].IEEE Conference on Decision and Control,1971.IEEE,1972:171-175.
  • 3Bar-Shalom Y,Daum F,Huang J.The probabilistic data association filter[J].IEEE Control Systems,2010,29(6):82-100.
  • 4Svensson L,Svensson D,Guerriero M,et al.Set JPDA Filter for Multitarget Tracking[J].IEEE Transactions on Signal Processing,2011,59(10):4677-4691.
  • 5Chen X,Tharmarasa R,Pelletier M,et al.Integrated Bayesian Clutter Estimation with JIPDA/MHT Trackers[J].IEEE Transactions on Aerospace&Electronic Systems,2013,49(1):395-414.
  • 6Blackman S S.Multiple hypothesis tracking for multiple target tracking[J].IEEE Aerospace&Electronic Systems Magazine,2004,19(1):5-18.
  • 7Bar-Shalom Y,Kirubarajan T,Gokberk C.Tracking with classification-aided multiframe data association[J].IEEE Transactions on Aerospace&Electronic Systems,2005,41(3):868-878.
  • 8Habtemariam B K,Tharmarasa R,Kirubarajan T,et al.Multiple Detection Probabilistic Data Association filter for multistatic target tracking[C].Information Fusion(FUSION),2011 Proceedings of the 14th International Conference on.IEEE,2011:1-6.
  • 9Sathyan T,Chin T J,Arulampalam S,et al.A Multiple Hypothesis Tracker for Multitarget Tracking With Multiple Simultaneous Measurements[J].Selected Topics in Signal Processing IEEE Journal of,2013,7(3):448-460.
  • 10Habtemariam B,Tharmarasa R,Thayaparan T,et al.A Multiple-Detection Joint Probabilistic Data Association Filter[J].IEEE Journal of Selected Topics in Signal Processing,2013,7(3):461-471.

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