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https://edspace.american.edu/openbehavior/project/deepethogram/

Software tool to extract relevant features from images and use time series of these features to classify whether given behavior is present in each frame of video recording.machine learning pipeline for supervised behavior classification from raw pixels. Performs action recognition ,automated behavior classification, over frames. Used for automated behavior classification to detect and track behavior over time.

Proper citation: DeepEthogram (RRID:SCR_022355) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/mri-compatible-microdrive/

MRI compatible microdrive that can precisely position electrodes without causing significant imaging artifacts.

Proper citation: MRI Compatible Microdrive (RRID:SCR_022352) Copy   

•   Source: SciCrunch Registry

https://github.com/SunGL001/DeepBhvTracking

Software tool as novel tracking algorithm that combines deep learning and background subtraction.

Proper citation: DeepBhvTracking (RRID:SCR_022351) Copy   

•   Source: SciCrunch Registry

https://github.com/MatsumotoJ/usvcam

Open source acoustic camera system for measuring ultrasound communication in rodents. System includes small phased microphone array combined with camera and comprises USV segmentation algorithms with modification for overlapping vocalizations that results in high accuracy. Enables simpler and faster USV localization and assignment.

Proper citation: USVCAM (RRID:SCR_022747) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/clara/

Closed loop automated reaching apparatus for interrogating complex motor behaviors.Mechanical components include behavior box, series of cameras, and food pellet dispenser. Single workstation computer manages cameras, communicates with microcontroller, and analyzes mouse behavior in real time using modules extracted from DeepLabCut. Integrates fully automated, markerless kinematic tracking of multiple features to classify animal behavior and delivers neural stimulation based on behavioral outcomes. CLARA is compatible with advanced neurophysiological tools, enabling testing of neurostimulation devices and identification of novel neurological biomarkers.System fully automates trial initiation and pellet delivery and is capable of accurately delivering stimulation in response to trial outcome with short latency.

Proper citation: Closed Loop Automated Reaching Apparatus (RRID:SCR_022365) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/tweetynet/

Software tool as single neural network model that learns how to segment spectrograms of birdsong into annotated syllables.

Proper citation: TweetyNet (RRID:SCR_022360) Copy   

•   Source: SciCrunch Registry

https://cellexplorer.org/

Open source framework for single cell characterization and visualization.Graphical user interface, standardized processing module and data structure for exploring and classifying single cells acquired using extracellular electrodes.

Proper citation: CellExplorer (RRID:SCR_022358) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/pycro-manager/

Open source software for customized and reproducible microscope control. Software Python package that enables control of micro-manager as well as development of customized experiments integrated with real-time image processing.

Proper citation: Pycro Manager (RRID:SCR_022356) Copy   

•   Source: SciCrunch Registry

https://github.com/TAMUCogLab/OpenSync

Open source platform for synchronizing multiple behavioral and physiological signals in neuroscience experiments.

Proper citation: OpenSync (RRID:SCR_022722) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/laubach-lab-github-repository/

Portal related to control and decision making, focusing on role of prefrontal cortex. American University scientists through their GitHub repository provide 3D print files for many of behavioral devices used in their lab, including Nosepoke and Lickometer designed from rats.

Proper citation: Laubach Lab GitHub Repository project (RRID:SCR_021464) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/vasic/

Project related to assessment of pain in animal models.Provided system includes weight bearing device for high throughput and unbiased behavioral pain assessment in rodents.Includes custom printed circuit board, infrared sensor, Arduino microcontroller, 3D printed parts, and open source software for analysis.

Proper citation: Voluntary Access Static Incapacitance Chamber project (RRID:SCR_021458) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/arduipod-box/

Project related to presenting visual and auditory stimuli, recording behavior in form of nose pokes or screen touches, and delivering liquid rewards. ProvidesOperant chamber built with iPod Touch and Arduino microcontroller as main components.

Proper citation: ArduiPod Box project (RRID:SCR_021466) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/open-source-joystick/

Project related to studying motor behavior and decision making in mice. Open source behavior training platform for studying motor control, decision making, and reaching reaction time. Enables behavioral work to study unexplored features of action selection, motivation, and value based decisions.

Proper citation: Joystick project (RRID:SCR_021442) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/catalepsybar/

Project related to measuring of muscular rigidity that can result from several factors including Parkinsons disease, or pharmacological exposure to antipsychotics or cannabis. Provides automated apparatus for measuring catalepsy that increases measurement accuracy and reduces observer bias.Catalepsy bar test automatically measures and records time it takes for rat to remove its forelimbs from bar. 3D printed test apparatus used to make catalepsy measurements in rats more standardized and accurate.

Proper citation: Catalepsy Bar project (RRID:SCR_021439) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/open-skinner-box/

Project related to training animal behavior. Provides system which includes full behavioral apparatus and software platform. System includes software tool for data logging and analysis.

Proper citation: Skinner Box project (RRID:SCR_021437) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/optopad-and-flypad/

Project related to analysis of behavior and of neural activity. Provides FPGA code for running main board of flyPAD.

Proper citation: flyPAD project (RRID:SCR_021449) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/low-cost-eye-tracking/

Project related to eye tracking system for human research.System includes open source software for accurate eye tracking. Can identify shapes such as circles, lines, and triangles.You can rotate and mirror images and also use variety of filters.Capable of processing video in real-time for optical flow. App for viewing multiple video streams from USB cameras.

Proper citation: Low Cost Open Source Eye Tracking project (RRID:SCR_021415) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/locomouse/

Project related to study movement coordination in free walking mice. Provides noninvasive system consisting of cameras and machine learning algorithms that allow for three dimensional detection and tracking of mouse paws, tail, and nose.

Proper citation: Locomouse project (RRID:SCR_021390) Copy   

•   Source: SciCrunch Registry

https://github.com/careylab/LocoMouse

Software kinematics analysis tool used to study movement coordination and analyzing limb, head, and tail kinematics of freely walking mice.

Proper citation: LocoMouse (RRID:SCR_021397) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/deepposekit/

Project related to pose estimation and tracking.Includes software toolkit for 2D pose estimation of user defined keypoints using deep learning.Method for pose estimation developed by behavioral scientists at the Max Planck Institute of Animal Behavior.

Proper citation: DeepPoseKit project (RRID:SCR_021395) Copy   

•   Source: SciCrunch Registry