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

Nature Protocols · 2019 · Vol. 14(7) · pp. 2152–2176
Tanmay NathAlexander MathisAn Chi ChenAmir PatelMatthias BethgeMackenzie Weygandt Mathis
Human Pose and Action RecognitionAnimal Behavior and Welfare StudiesHuman-Animal Interaction StudiesPython (programming language)Computer scienceToolboxGraphical user interfaceArtificial intelligencePipeline (software)PoseDeep learningMachine learningHuman–computer interaction

MeSH terms

AlgorithmsAnimalsBehavior, AnimalHumansProgramming LanguagesSoftwareUser-Computer InterfaceVideo RecordingImaging, Three-DimensionalWorkflow
Citations
1,513
FWCI
54.07
field-weighted impact
References
66
Percentile
100%
vs. same field & year
Citations per year
References
Biomechanics and motor control of human movement
Choice Reviews Online · 1990 · 8,507 citations
Pictorial Structures for Object Recognition
International Journal of Computer Vision · 2004 · 2,188 citations
ImageNet Large Scale Visual Recognition Challenge
International Journal of Computer Vision · 2015 · 39,683 citations
Deep learning
Nature · 2015 · 79,164 citations
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