Laser & Optoelectronics Progress, Volume. 57, Issue 4, 041502(2020)

Feature Fusion Video Target Tracking Method Based on Convolutional Neural Network

Meiju Liu1, Yongzhan Cao1、*, Shuyun Zhu2, and Shangkui Yang3
Author Affiliations
  • 1Information & Control Engineering Faculty, Shenyang Jianzhu University, Shenyang, Liaoning 110168, China;
  • 2School of Automation and Electrical Engineering, Shenyang Ligong University, Shenyang, Liaoning 110168, China
  • 3School of Mechanical Engineering and Automation, Northeastern University, Shenyang, Liaoning 110168, China
  • show less
    References(22)

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

    [2] Wu Y, Lim J, Yang M H. Online object tracking: a benchmark. [C]∥Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June 23-24, 2013, Portland, Oregon. New York: IEEE, 2411-2418(2013).

    [6] Oquab M, Bottou L, Laptev I et al. Learning and transferring mid-level image representations using convolutional neural networks. [C]∥Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June 23-28, 2014, Columbus, Ohio. New York: IEEE, 1717-1724(2014).

    [7] Simonyan K. -04-10)[2019-05-12]. https:∥arxiv., org/abs/1409, 1556(2015).

    [8] Cimpoi M, Maji S, Vedaldi A. Deep filter banks for texture recognition and segmentation. [C]∥Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June 7-12, 2015, Boston, USA. New York: IEEE, 3828-3836(2015).

    [9] Liu L. Shen C, van den Hengel A. The treasure beneath convolutional layers: cross-convolutional-layer pooling for image classification. [C]∥Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, June 7-12, 2015, Boston, USA. New York: IEEE, 4749-4757(2015).

    [10] Danelljan M, Hager G, Shahbaz Khan F et al. Convolutional features for correlation filter based visual tracking. [C]∥Proceedings of the IEEE International Conference on Computer Vision Workshops, June 7-12, 2015, Boston, USA. New York: IEEE, 58-66(2015).

    [11] Yang L J, Zhang B H, Ye X Z. Fast Fourier transform FFT and its application[J]. Opto-Electronic Engineering, 31, 1-3(2004).

    [12] Li Z G, Gu X, Zhu S S et al. Target tracking algorithm based on certainty measurement of the feature[J]. Laser & Infrared, 45, 576-579(2015).

    [13] Duan R L, Li Q X, Li Y H. Summary of image edge detection[J]. Optical Technique, 31, 415-419(2005).

    [16] Gu X, Wang H T, Wang L F et al. Fusing multiple features for object tracking based on uncertainty measurement[J]. Acta Automatica Sinica, 37, 550-559(2011).

    [17] Wang N, Yeung D Y. Learning a deep compact image representation for visual tracking. [C]∥Advances in Neural Information Processing Systems, December 5-8, 2013, Lake Tahoe, Nevada, United States. Canada: NIPS, 809-817(2013).

    [18] 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(2014).

    [19] 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. Berlin, Heidelberg: Springer, 7575, 702-715(2012).

    [20] Wu Y, Shen B, Ling H. Online robust image alignment via iterative convex optimization. [C]∥2012 IEEE Conference on Computer Vision and Pattern Recognition, June 16-21, 2012, Providence, RI, USA. New York: IEEE, 1808-1814(2012).

    [21] Zhang K, Zhang L, Yang M H. Real-time compressive tracking[M]. ∥Fitzgibbon A, Lazebnik S, Perona P, et al. Computer vision-ECCV 2012. Lecture notes in computer science. Berlin, Heidelberg: Springer, 7574, 864-877(2012).

    Tools

    Get Citation

    Copy Citation Text

    Meiju Liu, Yongzhan Cao, Shuyun Zhu, Shangkui Yang. Feature Fusion Video Target Tracking Method Based on Convolutional Neural Network[J]. Laser & Optoelectronics Progress, 2020, 57(4): 041502

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category: Machine Vision

    Received: May. 13, 2019

    Accepted: Jul. 16, 2019

    Published Online: Feb. 20, 2020

    The Author Email: Yongzhan Cao (1310380534@qq.com)

    DOI:10.3788/LOP57.041502

    Topics