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Research ArticleResearch Article: Methods/New Tools, Novel Tools and Methods

Real-Time Selective Markerless Tracking of Forepaws of Head Fixed Mice Using Deep Neural Networks

Brandon J. Forys, Dongsheng Xiao, Pankaj Gupta and Timothy H. Murphy
eNeuro 14 May 2020, 7 (3) ENEURO.0096-20.2020; DOI: https://doi.org/10.1523/ENEURO.0096-20.2020
Brandon J. Forys
1Department of Psychiatry, Kinsmen Laboratory of Neurological Research, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
2Department of Psychology, Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada
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Dongsheng Xiao
1Department of Psychiatry, Kinsmen Laboratory of Neurological Research, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
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Pankaj Gupta
1Department of Psychiatry, Kinsmen Laboratory of Neurological Research, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
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Timothy H. Murphy
1Department of Psychiatry, Kinsmen Laboratory of Neurological Research, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
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Article Information

DOI 
https://doi.org/10.1523/ENEURO.0096-20.2020
PubMed 
32409507
Published By 
Society for Neuroscience
History 
  • Received March 10, 2020
  • Revision received April 16, 2020
  • Accepted May 7, 2020
  • Published online May 14, 2020.
Copyright & Usage 
Copyright © 2020 Forys et al. This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.

Author Information

  1. Brandon J. Forys1,2,*,
  2. Dongsheng Xiao1,*,
  3. Pankaj Gupta1 and
  4. Timothy H. Murphy1
  1. 1Department of Psychiatry, Kinsmen Laboratory of Neurological Research, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
  2. 2Department of Psychology, Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, British Columbia V6T 1Z4, Canada
  1. Correspondence should be addressed to Timothy H. Murphy at thmurphy{at}mail.ubc.ca.
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Author contributions

  1. Author contributions: D.X. and T.H.M. designed research; B.J.F. and D.X. performed research; B.J.F. and P.G. contributed unpublished reagents/analytic tools; B.J.F. and D.X. analyzed data; B.J.F., D.X., and T.H.M. wrote the paper.

Disclosures

  • The authors declare no competing financial interest.

  • This work was supported by Canadian Institutes of Health Research Foundation Grant FDN-143209 to T.H.M. T.H.M. is supported by the Brain Canada Neurophotonics Platform, a Fondation Leducq Team Grant, and the Canadian Partnership for Stroke Recovery. D.X. was supported in part by funding provided by Brain Canada, in partnership with Health Canada, for the Canadian Open Neuroscience Platform initiative.

  • ↵* B.J.F. and D.X. are co-first authors.

Funding

  • Gouvernement du Canada | Canadian Institutes of Health Research (CIHR)

    FDN-143209
  • Fondation Leducq

  • Canadian Partnership for Stroke Recovery

  • Canadian Open Neuroscience Platform

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  • You are viewing the most recent version of this article.
  • previous version (May 14, 2020).
  • previous version (May 14, 2020).

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May 20204640248
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Jul 202095467165
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Real-Time Selective Markerless Tracking of Forepaws of Head Fixed Mice Using Deep Neural Networks
Brandon J. Forys, Dongsheng Xiao, Pankaj Gupta, Timothy H. Murphy
eNeuro 14 May 2020, 7 (3) ENEURO.0096-20.2020; DOI: 10.1523/ENEURO.0096-20.2020

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Real-Time Selective Markerless Tracking of Forepaws of Head Fixed Mice Using Deep Neural Networks
Brandon J. Forys, Dongsheng Xiao, Pankaj Gupta, Timothy H. Murphy
eNeuro 14 May 2020, 7 (3) ENEURO.0096-20.2020; DOI: 10.1523/ENEURO.0096-20.2020
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Keywords

  • closed loop
  • movement tracking
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