Tracking Persons-of-Interest via Unsupervised Representation Adaptation

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Zhang, Shun; Huang, Jia-Bin; Lim, Jongwoo; Gong, Yihong; Wang, Jinjun; Ahuja, Narendra; Yang, Ming-Hsuan;
(2017)
  • Subject: Computer Science - Computer Vision and Pattern Recognition

Multi-face tracking in unconstrained videos is a challenging problem as faces of one person often appear drastically different in multiple shots due to significant variations in scale, pose, expression, illumination, and make-up. Existing multi-target tracking methods o... View more
  • References (73)
    73 references, page 1 of 8

    [1] W. Brendel, M. Amer, and S. Todorovic, “Multiobject tracking as maximum weight independent set,” in CVPR, 2011. 1, 2

    [2] R. T. Collins, “Multitarget data association with higher-order motion models,” in CVPR, 2012. 1, 2

    [3] B. Yang and R. Nevatia, “Multi-target tracking by online learning of nonlinear motion patterns and robust appearance models,” in CVPR, 2012. 1, 2

    [4] L. Zhang, Y. Li, and R. Nevatia, “Global data association for multi-object tracking using network flows,” in CVPR, 2008. 1, 2

    [5] X. Zhao, D. Gong, and G. Medioni, “Tracking using motion patterns for very crowded scenes,” in ECCV, 2012. 1, 2

    [6] N. Dalal and B. Triggs, “Histograms of oriented gradients for human detection,” in CVPR, 2005. 2, 8, 9

    [7] A. Krizhevsky, I. Sutskever, and G. E. Hinton, “ImageNet classification with deep convolutional neural networks,” in NIPS, 2012. 2, 3, 8, 9

    [8] J. Donahue, Y. Jia, O. Vinyals, J. Hoffman, N. Zhang, E. Tzeng, and T. Darrell, “Decaf: A deep convolutional activation feature for generic visual recognition,” in ICML, 2014. 2

    [9] Y. Sun, X. Wang, and X. Tang, “Deep learning face representation from predicting 10,000 classes,” in CVPR, 2014. 2, 3

    [10] Y. Sun, Y. Chen, X. Wang, and X. Tang, “Deep learning face representation by joint identification-verification,” in NIPS, 2014. 2

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