BEHAVIORAL SCIENCE

Behavioral tracking gets real

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.

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Fig. 1: Motion capture examples.

References

  1. 1.

    Stringer, C. et al. Preprint at bioRxiv https://doi.org/10.1101/306019 (2018).

    Article  Google Scholar 

  2. 2.

    Muybridge, E. Animal Locomotion: An Electro-photographic Investigation of Consecutive Phases of Animal Movements 1872–1885 (Univ. of Pennsylvania, Philadelphia, 1887).

  3. 3.

    Marey, E.-J. Le mouvement (G. Masson, Paris, 1894).

  4. 4.

    Johansson, G. Sci. Am. 232, 76–88 (1975).

    CAS  Article  Google Scholar 

  5. 5.

    Mathis, A. et al. Nat. Neurosci. https://doi.org/10.1038/s41593-018-0209-y (2018).

    Article  PubMed  Google Scholar 

  6. 6.

    Aggarwal, J. K. & Duda, R. O. IEEE Trans. Comput. C-24, 966–976 (1975).

    Article  Google Scholar 

  7. 7.

    Dell, A. I. et al. Trends Ecol. Evol. 29, 417–428 (2014).

    Article  Google Scholar 

  8. 8.

    Guo, J. Z. et al. Elife 4, e10774 (2015).

    Article  PubMed  PubMed Central  Google Scholar 

  9. 9.

    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).

  10. 10.

    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).

  11. 11.

    Barris, S. & Button, C. Sports Med. 38, 1025–1043 (2008).

    Article  Google Scholar 

  12. 12.

    Mayhew, S. & Wenger, H. J. Hum. Mov. Stud. 11, 49–52 (1985).

    Google Scholar 

  13. 13.

    Jones, E. J., Gliga, T., Bedford, R., Charman, T. & Johnson, M. H. Neurosci. Biobehav. Rev. 39, 1–33 (2014).

    Article  PubMed  PubMed Central  Google Scholar 

  14. 14.

    Zhou, H. & Hu, H. Biomed. Signal Process. Control 3, 1–18 (2008).

    CAS  Article  Google Scholar 

Download references

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Correspondence to Kunlin Wei or Konrad Paul Kording.

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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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