2019 · 11 citations · 52 references
Real-time GuiEngineeringComputer-aided DesignBiomedical EngineeringSensory SystemsCustom Behavioral AssaysSocial SciencesImage AnalysisSensory NeuroscienceData ScienceVisual ComputingObject TrackingHigh-throughput EthologyReal-time Computer GraphicSensorimotor ControlMachine VisionBehavioral NeuroscienceSensorimotor IntegrationMoving Object TrackingComputer ScienceStructure From MotionMedical Image ComputingComputer VisionNeuroscienceAnimal BehaviorReal TimeTracking SystemPeripheral Hardware
Abstract Fast object tracking in real time allows convenient tracking of very large numbers of animals and closed-loop experiments that control stimuli for multiple animals in parallel. We developed MARGO, a real-time animal tracking suite for custom behavioral experiments. We demonstrated that MARGO can rapidly and accurately track large numbers of animals in parallel over very long timescales. We incorporated control of peripheral hardware, and implemented a flexible software architecture for defining new experimental routines. These features enable closed-loop delivery of stimuli to many individuals simultaneously. We highlight MARGO’s ability to coordinate tracking and hardware control with two custom behavioral assays (measuring phototaxis and optomotor response) and one optogenetic operant conditioning assay. There are currently several open source animal trackers. MARGO’s strengths are 1) robustness, 2) high throughput, 3) flexible control of hardware and 4) real-time closed-loop control of sensory and optogenetic stimuli, all of which are optimized for large-scale experimentation.
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DeepLabCut: markerless pose estimation of user-defined body parts with deep learning
Alexander Mathis, Pranav Mamidanna, Kevin M. Cury et al. · Nature Neuroscience · 2018 · 5.2K citations · Full text
Dance, Kinesiology, Image Analysis +14
High-throughput ethomics in large groups of Drosophila
Kristin Branson, Alice A. Robie, John A. Bender et al. · Nature Methods · 2009 · 829 citations · Full text
Mapping the stereotyped behaviour of freely moving fruit flies
Gordon J Berman, Daniel M. Choi, William Bialek et al. · Journal of The Royal Society Interface · 2014 · 641 citations · Full text
Fruit Fly, Kin Recognition, Fitness +19