One-shot learning of human activity with an MAP adapted GMM and simplex-HMM

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Rodriguez, Mario ; Orrite, Carlos ; Medrano, Carlos ; Makris, Dimitrios (2016)
  • References (49)
    49 references, page 1 of 5

    [1] H. Kuehne, H. Jhuang, E. Garrote, T. Poggio, and T. Serre, “HMDB: a large video database for human motion recognition,” in IEEE Intenational Conference on Computer Vision (ICCV), 2011.

    [2] J. C. Niebles, C.-W. Chen, and L. Fei-Fei, “Modeling temporal structure of decomposable motion segments for activity classification,” in European Conference on Computer Vision (ECCV), 2010, pp. 392-405.

    [3] L. Gorelick, M. Blank, E. Shechtman, M. Irani, and R. Basri, “Actions as space-time shapes,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 29, no. 12, pp. 2247-2253, December 2007.

    [4] C. Schuldt, I. Laptev, and B. Caputo, “Recognizing human actions: a local svm approach,” in International Conference on Pattern Recognition, 2004. [Online]. Available: actions/

    [5] D. Weinland, R. Ronfard, and E. Boyer, “Free viewpoint action recognition using motion history volumes,” Computer Vision and Image Understanding, vol. 104, no. 2-3, pp. 249-257, 2006. [Online]. Available:

    [6] H. J. Seo and P. Milanfar, “Action recognition from one example,” IEEE Trans. Pattern Anal. Mach. Intell., vol. 33, no. 5, pp. 867-882, 2011. [Online]. Available: TPAMI.2010.156

    [7] Y. Yang, I. Saleemi, and M. Shah, “Discovering motion primitives for unsupervised grouping and one-shot learning of human actions, gestures, and expressions,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 35, no. 7, pp. 1635-1648, Jul. 2013.

    [8] C. Orrite, M. Rodriguez, and M. Montan˜es, “One-sequence learning of human actions.” in Human Behavior Unterstanding, A. Salah and B. Lepri, Eds., vol. 7065. Springer Berlin / Heidelberg, 2011, pp. 40-51.

    [9] M. Rodriguez, C. Medrano, E. Herrero, and C. Orrite, “Transfer learning of human poses for action recognition,” in Human Behavior Unterstanding, 2013.

    [10] D. A. Reynolds, T. F. Quatieri, and R. B. Dunn, “Speaker verification using adapted gaussian mixture models,” Digital Signal Processing, vol. 10, no. 1-3, pp. 19-41, 2000.

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