Acta Optica Sinica, Volume. 41, Issue 18, 1815001(2021)

Adaptive Model Tracking Algorithm for Fast-Moving Targets in Video

Zongda Liu, Liquan Dong*, Yuejin Zhao, Lingqin Kong, and Ming Liu
Author Affiliations
  • School of Optics and Photonics, Beijing Institute of Technology, Beijing 100081, China
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    References(17)

    [1] Meng L, Yang X. A survey of object tracking algorithms[J]. Acta Automatica Sinica, 45, 1244-1260(2019).

    [2] Shi L C, An Y L, Su B H et al. An improved background subtraction algorithm based on Kalman filtering[J]. Laser & Optoelectronics Progress, 55, 081003(2018).

    [3] Yang G W, Yan S M, Wang Y Z. V-shaped seam tracking based on particle filter with histogram of oriented gradient[J]. Chinese Journal of Lasers, 47, 0702002(2020).

    [4] Vojir T, Noskova J, Matas J. Robust scale-adaptive mean-shift for tracking[J]. Pattern Recognition Letters, 49, 250-258(2014).

    [5] Zhang Z, Sun J, Yang L T. Tracking algorithm based on correlation filter fusing with keypoint matching[J]. Acta Optica Sinica, 39, 0215001(2019).

    [6] Ge B Y, Zuo X Z, Hu Y J. Long-term object tracking based on feature fusion[J]. Acta Optica Sinica, 38, 1115002(2018).

    [7] Wang H Y, Wang L, Yin W R et al. Multi-scale correlation filtering visual tracking algorithm combined with target detection[J]. Acta Optica Sinica, 39, 0115004(2019).

    [8] Henriques J F, Caseiro R, Martins P et al. Exploiting the circulant structure of tracking-by-detection with kernels[M]. ∥Fitzgibbon A, Lazebnik S, Perona P, et al. Computer vision-ECCV 2012. Lecture notes in computer science. Heidelberg: Springer, 7575, 702-715(2012).

    [9] Henriques J F, Caseiro R, Martins P et al. High-speed tracking with kernelized correlation filters[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 583-596(2015).

    [10] Danelljan M, Häger G, Khan F S et al. Accurate scale estimation for robust visual tracking[C]∥Proceedings of the British Machine Vision Conference 2014, September, 2014, Nottingham., 1-11(2014).

    [11] Wang M M, Liu Y, Huang Z Y. Large margin object tracking with circulant feature maps[C]∥2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), July 21-26, 2017, Honolulu, HI, USA., 4800-4808(2017).

    [12] Ma C, Yang X K, Zhang C Y et al. Long-term correlation tracking[C]∥2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 7-12, 2015, Boston, MA, USA., 5388-5396(2015).

    [13] Bolme D S, Beveridge J R, Draper B A et al. Visual object tracking using adaptive correlation filters[C]∥2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, June 13-18, 2010, San Francisco, CA, USA., 2544-2550(2010).

    [14] Fang L P, Chen Z X, Chen P et al. Focus evaluation for automatic recognition in corneal curvature measurement[J]. Optical Technique, 45, 218-223(2019).

    [15] Bochkovskiy A, Wang C Y, accuracy of object detection[EB/OL]. -04-23)[2021-03-01]. https:∥arxiv., org/abs/2004, 10934(2020).

    [16] [16] WuY, LimJ, Yang MH. Online object tracking: a benchmark[C]∥2013 IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2013, Portland, OR, USA. New York: IEEE Press, 2013: 2411- 2418.

    [17] Wu Y, Lim J, Yang M H. Object tracking benchmark[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 37, 1834-1848(2015).

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    Zongda Liu, Liquan Dong, Yuejin Zhao, Lingqin Kong, Ming Liu. Adaptive Model Tracking Algorithm for Fast-Moving Targets in Video[J]. Acta Optica Sinica, 2021, 41(18): 1815001

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    Paper Information

    Category: Machine Vision

    Received: Mar. 8, 2021

    Accepted: Apr. 12, 2021

    Published Online: Sep. 3, 2021

    The Author Email: Dong Liquan (kylind@bit.edu.cn)

    DOI:10.3788/AOS202141.1815001

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