A

Lightning Pose: improved animal pose estimation via semi-supervised learning, Bayesian ensembling and cloud-native open-source tools

Nature Methods, vol. 21, pp. 1316–1328

Authors 93

  1. Dan Biderman corresponding

    Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA. db3236@cumc.columbia.edu

    Columbia University, New York, NY, USA

  2. Matthew R Whiteway corresponding

    Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA. m.whiteway@columbia.edu

    Columbia University, New York, NY, USA

  3. Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA

  4. Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA

  5. Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA

  6. Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA

  7. Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA

  8. Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA

  9. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  10. Max Planck Institute for Biological Cybernetics

    Affiliation as printed

    Max Planck Institute for Biological Cybernetics, Tübingen, Germany

  11. University of California, Los Angeles

    Affiliation as printed

    University of California, Los Angeles, Los Angeles, CA, USA

  12. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  13. New York University

    Affiliation as printed

    New York University, New York, NY, USA

  14. Princeton University

    Affiliation as printed

    Princeton University, Princeton, NJ, USA

  15. University College London

    Affiliation as printed

    University College London, London, UK

  16. Anne E Urai Aachen

    Leiden University

    Affiliation as printed

    Leiden University, Leiden, the Netherlands

  17. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Zuckerman Institute, Columbia University, New York, NY, USA

  18. University of Geneva

    Affiliation as printed

    Department of Basic Neuroscience, University of Geneva, Geneva, Switzerland

  19. Cold Spring Harbor Laboratory

    Affiliation as printed

    Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA

  20. Gatsby Computational Neuroscience Unit · University College London

    Affiliation as printed

    Gatsby Computational Neuroscience Unit, University College London, London, UK

  21. Gatsby Computational Neuroscience Unit · University College London

    Affiliation as printed

    Gatsby Computational Neuroscience Unit, University College London, London, UK

  22. New York University

    Affiliation as printed

    Center for Neural Science, New York University, New York, NY, USA

  23. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  24. Princeton University

    Affiliation as printed

    Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA

  25. UCL Queen Square Institute of Neurology · University College London

    Affiliation as printed

    Institute of Neurology, University College London, London, UK

  26. University of Washington

    Affiliation as printed

    Department of Biological Structure, University of Washington, Seattle, WA, USA

  27. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Zuckerman Institute, Columbia University, New York, NY, USA

  28. Stanford University

    Affiliation as printed

    Department of Applied Physics, Stanford University, Stanford, CA, USA

  29. New York University

    Affiliation as printed

    Center for Neural Science, New York University, New York, NY, USA

  30. UCL Queen Square Institute of Neurology · University College London

    Affiliation as printed

    Institute of Neurology, University College London, London, UK

  31. University of Washington

    Affiliation as printed

    Department of Biological Structure, University of Washington, Seattle, WA, USA

  32. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  33. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  34. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Zuckerman Institute, Columbia University, New York, NY, USA

  35. Max Planck Institute for Biological Cybernetics

    Affiliation as printed

    Max Planck Institute for Biological Cybernetics, Tübingen, Germany

  36. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Zuckerman Institute, Columbia University, New York, NY, USA

  37. Sainsbury Wellcome Centre · University College London

    Affiliation as printed

    Sainsbury-Wellcome Centre, University College London, London, UK

  38. University College London

    Affiliation as printed

    Institute of Opthalmology, University College London, London, UK

  39. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  40. University of Geneva

    Affiliation as printed

    Department of Basic Neuroscience, University of Geneva, Geneva, Switzerland

  41. University of California, Los Angeles

    Affiliation as printed

    Department of Neurobiology, University of California, Los Angeles, Los Angeles, CA, USA

  42. University of California, Los Angeles

    Affiliation as printed

    Department of Molecular and Cell Biology, University of California, Los Angeles, Berkeley, CA, USA

  43. University of California, Los Angeles

    Affiliation as printed

    Department of Neurobiology, University of California, Los Angeles, Los Angeles, CA, USA

  44. Max Planck Institute for Biological Cybernetics

    Affiliation as printed

    Max Planck Institute for Biological Cybernetics, Tübingen, Germany

  45. École Normale Supérieure - PSL

    Affiliation as printed

    Département D’études Cognitives, école Normale Supérieure, Paris, France

    Département D'études Cognitives, école Normale Supérieure, Paris, France

  46. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  47. Massachusetts Institute of Technology

    Affiliation as printed

    Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA

  48. Princeton University

    Affiliation as printed

    Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA

  49. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Zuckerman Institute, Columbia University, New York, NY, USA

  50. UCL Queen Square Institute of Neurology · University College London

    Affiliation as printed

    Institute of Neurology, University College London, London, UK

  51. Princeton University

    Affiliation as printed

    Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA

  52. Massachusetts Institute of Technology

    Affiliation as printed

    Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA

  53. University of Geneva

    Affiliation as printed

    Department of Basic Neuroscience, University of Geneva, Geneva, Switzerland

  54. Princeton University

    Affiliation as printed

    Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA

  55. Stanford University

    Affiliation as printed

    Department of Applied Physics, Stanford University, Stanford, CA, USA

  56. University of Geneva

    Affiliation as printed

    Department of Basic Neuroscience, University of Geneva, Geneva, Switzerland

  57. Sainsbury Wellcome Centre · University College London

    Affiliation as printed

    Sainsbury-Wellcome Centre, University College London, London, UK

  58. École Normale Supérieure - PSL

    Affiliation as printed

    Département D’études Cognitives, école Normale Supérieure, Paris, France

    Département D'études Cognitives, école Normale Supérieure, Paris, France

  59. Massachusetts Institute of Technology

    Affiliation as printed

    Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA

  60. UCL Queen Square Institute of Neurology · University College London

    Affiliation as printed

    Institute of Neurology, University College London, London, UK

  61. University College London

    Affiliation as printed

    Wolfson Institute of Biomedical Research, University College London, London, UK

  62. Gatsby Computational Neuroscience Unit · University College London

    Affiliation as printed

    Gatsby Computational Neuroscience Unit, University College London, London, UK

  63. Sainsbury Wellcome Centre · University College London

    Affiliation as printed

    Sainsbury-Wellcome Centre, University College London, London, UK

  64. University of California, Los Angeles

    Affiliation as printed

    Department of Molecular and Cell Biology, University of California, Los Angeles, Berkeley, CA, USA

  65. University of Geneva

    Affiliation as printed

    Department of Basic Neuroscience, University of Geneva, Geneva, Switzerland

  66. Cold Spring Harbor Laboratory

    Affiliation as printed

    Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA

  67. Gatsby Computational Neuroscience Unit · University College London

    Affiliation as printed

    Gatsby Computational Neuroscience Unit, University College London, London, UK

  68. UCL Queen Square Institute of Neurology · University College London

    Affiliation as printed

    Institute of Neurology, University College London, London, UK

  69. Max Planck Institute for Biological Cybernetics

    Affiliation as printed

    Max Planck Institute for Biological Cybernetics, Tübingen, Germany

  70. University College London

    Affiliation as printed

    Institute of Opthalmology, University College London, London, UK

  71. Princeton University

    Affiliation as printed

    Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA

  72. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Zuckerman Institute, Columbia University, New York, NY, USA

  73. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  74. Gatsby Computational Neuroscience Unit · University College London

    Affiliation as printed

    Gatsby Computational Neuroscience Unit, University College London, London, UK

  75. University College London

    Affiliation as printed

    Wolfson Institute of Biomedical Research, University College London, London, UK

  76. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Zuckerman Institute, Columbia University, New York, NY, USA

  77. Massachusetts Institute of Technology

    Affiliation as printed

    Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA, USA

  78. Champalimaud Foundation

    Affiliation as printed

    Champalimaud Centre for the Unknown, Lisbon, Portugal

  79. University College London

    Affiliation as printed

    Wolfson Institute of Biomedical Research, University College London, London, UK

  80. Sainsbury Wellcome Centre · University College London

    Affiliation as printed

    Sainsbury-Wellcome Centre, University College London, London, UK

  81. Princeton University

    Affiliation as printed

    Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA

  82. New York University

    Affiliation as printed

    Center for Neural Science, New York University, New York, NY, USA

  83. University of California, Los Angeles

    Affiliation as printed

    Department of Neurobiology, University of California, Los Angeles, Los Angeles, CA, USA

  84. University of Washington

    Affiliation as printed

    Center for Computational Neuroscience, University of Washington, Seattle, WA, USA

  85. University of Washington

    Affiliation as printed

    Department of Biological Structure, University of Washington, Seattle, WA, USA

  86. Sainsbury Wellcome Centre · University College London

    Affiliation as printed

    Sainsbury-Wellcome Centre, University College London, London, UK

  87. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Zuckerman Institute, Columbia University, New York, NY, USA

  88. Princeton University

    Affiliation as printed

    Princeton Neuroscience Institute, Princeton University, Princeton, NJ, USA

  89. Sainsbury Wellcome Centre · University College London

    Affiliation as printed

    Sainsbury-Wellcome Centre, University College London, London, UK

  90. University of Yamanashi

    Affiliation as printed

    Department of Physiology, University of Yamanashi, Kofu, Yamanashi, Japan

  91. University of Washington

    Affiliation as printed

    Department of Biological Structure, University of Washington, Seattle, WA, USA

  92. Max Planck Institute for Biological Cybernetics

    Affiliation as printed

    Max Planck Institute for Biological Cybernetics, Tübingen, Germany

  93. Mortimer B. Zuckerman Mind Brain Behavior Institute · Columbia University

    Affiliation as printed

    Columbia University, New York, NY, USA

    Zuckerman Institute, Columbia University, New York, NY, USA

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References 71