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DeepLabCut: markerless pose estimation of user-defined body parts with deep learning

Nature Neuroscience · 2018 · Vol. 21(9) · pp. 1281–1289

Alexander Mathis(Harvard University)Pranav Mamidanna(University of Tübingen)Kevin M. Cury(Columbia University)Taiga Abe(Columbia University)Venkatesh N. Murthy(Harvard University)Mackenzie Weygandt Mathis✉(Harvard University)Matthias Bethge(Baylor College of Medicine)

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Zebrafish Biomedical Research Applications Human-Animal Interaction Studies Primate Behavior and EcologyComputer scienceArtificial intelligenceVideographyToolboxTransfer of learningTracking (education)Computer visionPoseA priori and a posterioriDeep learning

MeSH terms

Deep LearningAlgorithmsAnimalsBehaviorBehavior, AnimalDrosophila melanogasterHumansMaleMice, Inbred C57BLNerve NetOdorantsPosturePsychomotor PerformanceTransfer, PsychologyVideo Recording

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Using DeepLabCut for 3D markerless pose estimation across species and behaviors