首页 > 论文 > Chinese Optics Letters > 17卷 > 3期(p:031001)

An improved long-term correlation tracking method with occlusion handling

  • 摘要
  • 论文信息
  • 参考文献
  • 被引情况
  • PDF全文
分享:

Abstract

By improving the long-term correlation tracking (LCT) algorithm, an effective object tracking method, im-proved LCT (ILCT), is proposed to address the issue of occlusion. If the object is judged being occluded by the designed criterion, which is based on the characteristic of response value curve, an added re-detector will perform re-detection, and the tracker is ordered to stop. Besides, a filtering and adoption strategy of re-detection results is given to choose the most reliable one for the re-initialization of the tracker. Extensive experiments are carried out under the conditions of occlusion, and the results demonstrate that ILCT outperforms some state-of-the-art methods in terms of accuracy and robustness.

Newport宣传-MKS新实验室计划
补充资料

DOI:10.3788/col201917.031001

所属栏目:Image processing

基金项目:This work was supported by the National Program on Key Basic Research Project (No. 2014CB744903), Shanghai Pujiang Program (No. 16PJD028), Shanghai Industrial Strengthening Project (No. GYQJ-2017-5-08), Shanghai Science and Technology Committee Research Project (No. 17DZ1204304), and Shanghai Engineering Research Center of Civil Aircraft Flight Testing.

收稿日期:2018-07-28

录用日期:2018-12-20

网络出版日期:--

作者单位    点击查看

Junhao Zhao:School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China
Gang Xiao:School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China
Xingchen Zhang:School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China
D. P. Bavirisetti:School of Aeronautics and Astronautics, Shanghai Jiao Tong University, Shanghai 200240, China

联系人作者:Gang Xiao(xiaogang@sjtu.edu.cn)

【1】G. Wang, F. Xing, M. S. Wei, T. Sun, and Z. You, Chin. Opt. Lett. 15, 081201 (2017).

【2】F. Z. Zhang, Q. S. Guo, Y. Zhang, Y. Yao, P. Zhou, D. Y. Zhu, and S. L. Pan, Chin. Opt. Lett. 15, 112801 (2017).

【3】Q. H. Yu, D. M. Wu, F. C. Chen, and S. L. Sun, Chin. Opt. Lett. 16, 071101 (2018).

【4】C. Ma, X. Yang, C. Zhang, and M. H. Yang, in Proceedings of Computer Vision and Pattern Recognition (2015), p. 5388.

【5】T. Zhang, B. Ghanem, S. Liu, and N. Ahuja, in Proceedings of Computer Vision and Pattern Recognition (2012), p. 2042.

【6】D. S. Bolme, J. R. Beveridge, B. A. Draper, and Y. M. Lui, in Pro-ceedings of Computer Vision and Pattern Recognition (2010), p. 2544.

【7】C. F. Hester and D. Casasent, Appl. Opt. 19, 1758–1761 (1980).

【8】W. H. Press, S. A. Teukolsky, W. T. Vetterling, and B. P. Flannery, Numerical Recipes in C (Cambridge University, 1988).

【9】J. F. Henriques, R. Caseiro, P. Martins, and J. Batista, in Proceedings of European Conference on Computer Vision (2012), p. 702.

【10】J. F. Henriques, R. Caseiro, P. Martins, and J. Batista, IEEE Trans. Pattern Anal. Mach. Intell. 37, 583–596 (2015).

【11】M. Danelljan, G. H.ger, F. Khan, and M. Felsberg, in Proceedings of British Machine Vision Conference (2014), p. 1.

【12】J. Choi, H. J. Chang, J. Jeong, Y. Demiris, and J. Y. Choi, in Proceedings of Computer Vision and Pattern Recognition (2016), p. 4321.

【13】C. Ma, J. B. Huang, X. Yang, and M. H. Yang, Int. J. Comput. Vision 126, 771 (2018).

【14】P. Dollár, R. Appel, S. Belongie, and P. Perona, IEEE Trans. Pattern Anal. Mach. Intell. 36, 1532 (2014).

【15】R. Zabih and J. Woodfill, in Proceedings of European Conference on Computer Vision (1994), p. 151.

【16】C. Ma, X. Yang, C. Zhang, and M. H. Yang, “Long-term correlation tracking,” 2016, https://sites.google.com/site/chaoma99/cf.lstm.

【17】Y. Wu, J. Lim, and M. H. Yang, in Proceedings of Computer Vision and Pattern Recognition (2013), p. 2411.

【18】C. L. Zitnick and P. Dollár, in Proceedings of European Conference on Computer Vision (2014), p. 391.

【19】P. Dollár and C. L. Zitnick, IEEE Trans. Pattern Anal. Mach. Intell. 37, 1558 (2015).

【20】Z. Kalal, K. Mikolajczyk, and J. Matas, IEEE Trans. Pattern Anal. Mach. Intell. 34, 1409 (2012).

【21】S. Hare, A. Saffari, and P. H. S. Torr, in Proceedings of International Conference on Computer Vision (2011), p. 263.

【22】C. Bao, Y. Wu, H. Ling, and H. Ji, in Proceedings of Computer Vision and Pattern Recognition (2012), p. 1830.

【23】X. Dong, J. Shen, D. Yu, W. Wang, J. Liu, and H. Huang, IEEE Trans. Multimedia 19, 763 (2017).

【24】K. Zhang, L. Zhang, and M. H. Yang, in Proceedings of European Conference on Computer Vision (2012), p. 864.

【25】P. Liang, E. Blasch, and H. Ling, IEEE Trans. Image Process. 24, 5630 (2015).

【26】M. Mueller, N. Smith, and B. Ghanem, in Proceedings of European Conference on Computer Vision (2016), p. 445.

【27】O. Quaker, “Anaheim California Police Chase 06/18/2017— Reckless Driver,” 2017, https://www.youtube.com/watch?v=bAZ Z3NKNnTg.

【28】M. Kristan, J. Matas, A. Leonardis, T. Vojí., R. Pflugfelder, G. Fernandez, G. Nebehay, F. Porikli, and L. Cehovin, IEEE Trans. Pattern Anal. Mach. Intell. 38, 2137 (2016).

引用该论文

Junhao Zhao, Gang Xiao, Xingchen Zhang, D. P. Bavirisetti, "An improved long-term correlation tracking method with occlusion handling," Chinese Optics Letters 17(3), 031001 (2019)

您的浏览器不支持PDF插件,请使用最新的(Chrome/Fire Fox等)浏览器.或者您还可以点击此处下载该论文PDF