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https://edspace.american.edu/openbehavior/project/pi-usb-cam/

Project related to video recording.Provides system for high throughput video capture. Pi USB Cam system includes low cost Raspberry Pi microcomputer, DIY electronics peripherals, freely available open-source firmware, and custom 3D-printed casings.

Proper citation: Pi USB Cam project (RRID:SCR_022834) Copy   

•   Source: SciCrunch Registry

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

Project related to tracking behavior. Used to identify subgroups of individuals that differentially attribute incentive value to food cue. Includes apparatus for studying Pavlovian conditioned approach behavior. Customized rat PavCA chambers are constructed based on modular devices purchased from Med-Associates. Code used to operate equipment and collect data was written using Med-Associates’ MEDSTATE programming language. This program is then loaded into Med-PC V operating program, also created by Med-Associates.

Proper citation: PavCA project (RRID:SCR_022508) Copy   

•   Source: SciCrunch Registry

https://github.com/spoonsso/dannce

Convolutional neural network that calculates 3D positions of user-defined anatomical landmarks on behaving animals from videos taken at multiple angles. Works on recorded video data from multiple cameras. Used for 3D markerless pose estimation and tracking.

Proper citation: DANNCE (RRID:SCR_023061) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/3d-printed-superfusion-chamber/

Project consists of suite of 3D-printed tools including superfusion chamber with independent brain presser and animal stand. Modular device that facilitates transfer of pharmacological agents and brain access for electrodes and/or lenses for imaging. Provides stable conditions for electrophysiological and neuroimaging recordings. Device can be print either in-house or through 3d-printing service.

Proper citation: 3D Printed Superfusion Chamber (RRID:SCR_022901) Copy   

•   Source: SciCrunch Registry

https://www.eneuro.org/content/10/5/ENEURO.0127-22.2023

Open source, adaptable tracking system for multiple rodents. Scalable and customizable system for tracking and behavior assessment consists of Raspberry Pi based video and RFID acquisition. Maximum of six rodents of any coat color can be tracked simultaneously in any user defined arena with few restrictions. For pose estimation and travel trajectory analysis, PyMouseTracks supports interfacing with open source packages such as DeepLabCut and Traja.

Proper citation: PyMouseTracks (RRID:SCR_024453) Copy   

•   Source: SciCrunch Registry

https://github.com/EwellNeuroLab?tab=repositories

Low cost platform for multianimal chronic Local Field Potential video monitoring with Graphical User Interface for seizure detection and behavioral scoring. Enables chronic monitoring of several animals simultaneously, synchronizes bilateral local field potential and video streams in real time, and parses recorded data into manageable file sizes. Hardware solution leverages Intan and Open Ephys acquisition systems and software solution is implemented in Bonsai. Data are synchronized and parsed in Bonsai, allowing for flexibility and scalability of up to 128 channels per animal. The use of Intan adapter board for LFP video recordings allows compatibility with large variety of recording devices. Custom made electrodes and cables were components for the chronic LFP recordings. Used as acquisition system for long term video neurophysiology recordings.

Proper citation: LFP Monitoring (RRID:SCR_024428) Copy   

•   Source: SciCrunch Registry

https://github.com/bkntr/brainways

Open source software that automatically registers coronal slices and quantifies fluorescent markers. Python based, AI registration algorithm for slice matching to the Waxholm rat atlas. Slice quantification can be trained on any atlas, which allows use for other subjects such as mice, zebrafish, and humans. AI-based software for registration and analysis of fluorescent markers on coronal brain slices.

Proper citation: Brainways (RRID:SCR_024402) Copy   

•   Source: SciCrunch Registry

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

Project related to measurement of fast eye movement dynamics.Tracking eye position in head fixed applications system created by scientists from Boston University. Includes software tool as part of multithreaded eye tracker and Teledyne DALSA Camera with GigE-V framework APIs for Linux.

Proper citation: openEyeTrack project (RRID:SCR_021399) Copy   

•   Source: SciCrunch Registry

https://github.com/gordonberman/MotionMapper

Software tool to work on videos (not poses).Uses image analysis and multivariate statistical methods to find stereotyped behaviors in flies, mice, and other species.

Proper citation: MotionMapper (RRID:SCR_021384) Copy   

•   Source: SciCrunch Registry

https://github.com/YttriLab/B-SOID

Software pipeline that pairs unsupervised pattern recognition with supervised classification to achieve fast predictions of behaviors that are not predefined by users.Unsupervised learning algorithm that discovers and classifies actions based on inherent statistics of data points provided.

Proper citation: Behavioral Segmentation of Open-field in DeepLabCut (RRID:SCR_021385) Copy   

•   Source: SciCrunch Registry

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

Project related to involvement in larval zebrafish behavioral experiments.Provides integrated system for stimulation, tracking and closed loop behavioral experiments. Provides timed stimulus presentation, interfacing with external devices and simultaneous real time tracking of behavioral parameters such as position, orientation, tail and eye motion in both freely swimming and head restrained preparations.

Proper citation: Stytra project (RRID:SCR_021416) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/facesync/, https://bio.tools/FaceSync

Project related to emotions and facial expressions. Includes open source guide to building affordable head mount for camera to maintain high temporal and spatial resolution of face throughout duration of experiment. Device is paired with FaceSync, Python toolbox which automatically synchronizes recorded facial expressions to videos and events such as social interactions.

Proper citation: FaceSync project (RRID:SCR_021393) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/head-fixed-setup-combined-behavior-electrophysiology-optogenetics/

Project related to temporally controlled rodent behavior. Provides system which utilizes optimal open source setup of hardware and software through behavioral setup for temporally controlled rodent behavior. Used for combined behavior, electrophysiology and optogenetics experiments. System allows for training of head fixed animals with calibrated sound stimuli, precisely timed fluid and air puff presentations as reinforcers.Combines microcontroller based behavior control with sound delivery system for acoustic stimuli, fast solenoid valves for reinforcement delivery and custom built sound attenuated chamber.

Proper citation: Head-Fixed Setup for Combined Behavior, Electrophysiology, and Optogenetics project (RRID:SCR_021427) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/kinemouse-wheel/

Project is related to Columbia University designed KineMouse Wheel, light weight running wheel for head fixed locomotion that allows for 3D positioning of mice with single camera. System uses single camera and DeepLabCut (or similar) software.

Proper citation: KineMouse Wheel project (RRID:SCR_021425) Copy   

•   Source: SciCrunch Registry

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

Project related to capturing detailed behavior in freely moving mice. System combines lightweight head mounted camera and head movement sensors to detect behaviors in mice. Used to monitor behaviors including eye position, whisking, and ear movements in unrestrained animals.Can be mounted in combination with neural implants for recording brain activity.Provides software Python package with functions for extracting and analyzing data recorded using camera.

Proper citation: Mousecam project (RRID:SCR_021422) Copy   

•   Source: SciCrunch Registry

https://github.com/jpgill86/neurotic

Software Python toolbox for interactive characterization in neuroscience.Users can read in variety of file formats for neural data and video, which they can then process, filter, analyze, annotate and plot.Used to review and annotate signal data synchronized with video, performs simple initial analyses including signal filtering and spike detection, supports variety of file formats.Facilitates collaborations by using portable specification for loading and processing data and retrieving data files from online sources.App for Windows, macOS, and Linux to review and annotate electrophysiology data and simultaneously captured video.

Proper citation: neurotic (RRID:SCR_021406) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/robotic-flower-system-bee-behavior/

Portal provides system of robotic artificial flowers to study bumble bee behavior. System is designed to capture data when animal is feeding by placement of IR beams that are broken when engaged on flowers feeding mechanism and sends data to control unit.Developed by University of Oulu in Finland scientists. System includes control unit, separate artificial flowers, and personal computer. Control unit is to handle electronics of flowers, collect data from them, and to send data to computer. Flowers contain infrared sensor, their associated electronics, and electromechanical device that offers small, precise amount of sugar solution from reservoir. Computer runs software that controls refilling rate and data collection via the control unit. Circuit diagrams, parts list, and control software and source code are available in paper supplemental information.

Proper citation: Robotic Flower System for Bee Behavior project (RRID:SCR_021584) Copy   

•   Source: SciCrunch Registry

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

Portal related to biomedical signals.Provides wearable data acquisition device with special focus on biomedical signals such as heart activity (ECG), muscle activity (EMG) and brain activity (EEG).Open source high precision bluetooth data acquisition device.

Proper citation: Attys project (RRID:SCR_021461) Copy   

•   Source: SciCrunch Registry

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

Project related to self initiated conditioning and behavior tracking in mice. Provides automated system that can track large numbers (over 25) of socially housed mice through implanted RFID chips on mice. With RFID trackers and other analyses, behavior of mice can be tracked as they train and are subsequently tested on (or self-initiate testing in) odor discrimination task over months with thousands of trials performed every day.

Proper citation: AutonoMouse project (RRID:SCR_021462) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/training-mesoscale-imaging/

Project to build and use new generation of home cages with emphasis on training for simple headfixed tasks during simultaneous autonomous acquisition of mesoscale brain imaging data. Homecage platform for automated task training and mesoscale brain imaging for mice developed by University of British Columbia scientists.

Proper citation: Homecage Task Training and Mesoscale Imaging project (RRID:SCR_021580) Copy   

•   Source: SciCrunch Registry