Laser & Optoelectronics Progress, Volume. 55, Issue 9, 91502(2018)

Multiple Object Tracking Algorithm Based on Kernel Correlation Filter

Zhou Haiying, Yang Yang*, and Wang Shouyi
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    References(21)

    [1] [1] Li S J, Fan X, Zhu B, et al. A method for small infrared targets detection based on the technology of motion blur recovery[J]. Acta Optica Sinica, 2017, 37(6): 0610001.

    [2] [2] Ren S Q, He K M, Girshick R, et al. Faster R-CNN: towards real-time object detection with region proposal networks[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017, 39(6): 1137-1149.

    [3] [3] Liu W, Anguelov D, Erhan D, et al. SSD: single shot multibox detector[C]∥European Conference on Computer Vision, 2016:21-37.

    [6] [6] Kim C, Li F, Ciptadi A, et al. Multiple hypothesis tracking revisited: blending in modern appearance model[C]∥IEEE International Conference on Computer Vision, 2015: 4696-4704.

    [7] [7] Milan A, Schindler K, Roth S. Detection- and trajectory-level exclusion in multiple object tracking[C]∥IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2013: 3682-3689.

    [8] [8] Bae S H, Yoon K.Robust online multi-object tracking based on tracklet confidence and online discriminative appearance learning[C]∥IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2014: 1218-1225.

    [9] [9] Dicle C, Camps O I, Sznaier M. The way they move: tracking multiple targets with similar appearance[C]∥IEEE International Conference on Computer Vision, 2013: 2304-2311.

    [10] [10] Yoon J H, Yang M, Lim J, et al. Bayesian multi-object tracking using motion context from multiple objects[C]∥IEEE Conference on Applications of Computer Vision, 2015: 33-40.

    [11] [11] Yu F, Li W, Li Q, et al. POI: multiple object tracking with high performance detection and appearance feature[C]∥European Conference on Computer Vision, 2016: 36-42.

    [12] [12] Szegedy C, Liu W, Jia Y Q, et al. Going deeper with convolutions[C]∥IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2015: 1-9.

    [13] [13] Kuhn H W. The Hungarian method for the assignment problem[J]. Naval Research Logistics, 2004, 52(1): 7-21.

    [14] [14] 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, 2015, 37(3): 583-596.

    [15] [15] Yang Y, Zhou H Y,Wang S Y. Saliency tracking algorithm based on fusing multiple features[J]. Science Technology and Engineering, 2017, 17(26): 74-80.

    [16] [16] zuysal M, Fua P, Lepetit V. Fast keypoint recognition in ten lines of code[C]∥IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 2007: 1-8.

    [17] [17] Milan A, Lealtaixe L, Reid I D, et al. MOT16: a benchmark for multi-object tracking[EB/OL]. [2018-03-20]https:∥arxiv.org/pdf/1603.00831.pdf.

    [18] [18] Geiger A, Lauer M, Wojek C, et al. 3D traffic scene understanding from movable platforms[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2014, 36(5): 1012-1025.

    [19] [19] Felzenszwalb P F, Girshick R B, McAllester D, et al. Object detection with discriminatively trained part-based models[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2010, 32(9): 1627-1645.

    [20] [20] Choi W. Near-online multi-target tracking with aggregated local flow descriptor[C]∥IEEE International Conference on Computer Vision, 2015: 3029-3037.

    [21] [21] Bewley A, Ge Z, Ott L, et al. Simple online and realtime tracking[C]. IEEE International Conference on Image Processing, 2016: 3464-3468.

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    Zhou Haiying, Yang Yang, Wang Shouyi. Multiple Object Tracking Algorithm Based on Kernel Correlation Filter[J]. Laser & Optoelectronics Progress, 2018, 55(9): 91502

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    Paper Information

    Category: Machine Vision

    Received: Mar. 21, 2018

    Accepted: --

    Published Online: Sep. 8, 2018

    The Author Email: Yang Yang (1450518130@qq.com)

    DOI:10.3788/lop55.091502

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