A deep-learning-based software package called DeepLabCut rapidly and easily enables video-based motion tracking in any animal species. Such tracking technology is bound to revolutionize movement science and behavioral tracking in the laboratory and is also poised to find many applications in the real world.
References
Stringer, C. et al. Preprint at bioRxiv https://doi.org/10.1101/306019 (2018).
Muybridge, E. Animal Locomotion: An Electro-photographic Investigation of Consecutive Phases of Animal Movements 1872–1885 (Univ. of Pennsylvania, Philadelphia, 1887).
Marey, E.-J. Le mouvement (G. Masson, Paris, 1894).
Johansson, G. Sci. Am. 232, 76–88 (1975).
Mathis, A. et al. Nat. Neurosci. https://doi.org/10.1038/s41593-018-0209-y (2018).
Aggarwal, J. K. & Duda, R. O. IEEE Trans. Comput. C-24, 966–976 (1975).
Dell, A. I. et al. Trends Ecol. Evol. 29, 417–428 (2014).
Guo, J. Z. et al. Elife 4, e10774 (2015).
Deng, J. et al. ImageNet: a large-scale hierarchical image database. in IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2009 248–255 (IEEE, Piscataway, NJ, USA, 2009).
Insafutdinov, E., Pishchulin, L., Andres, B., Andriluka, M. & Schiele, B. DeeperCut: a deeper, stronger, and faster multi-person pose estimation model. in European Conference on Computer Vision 34–50 (Springer, New York, 2016).
Barris, S. & Button, C. Sports Med. 38, 1025–1043 (2008).
Mayhew, S. & Wenger, H. J. Hum. Mov. Stud. 11, 49–52 (1985).
Jones, E. J., Gliga, T., Bedford, R., Charman, T. & Johnson, M. H. Neurosci. Biobehav. Rev. 39, 1–33 (2014).
Zhou, H. & Hu, H. Biomed. Signal Process. Control 3, 1–18 (2008).
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Wei, K., Kording, K.P. Behavioral tracking gets real. Nat Neurosci 21, 1146–1147 (2018). https://doi.org/10.1038/s41593-018-0215-0
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DOI: https://doi.org/10.1038/s41593-018-0215-0
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