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https://github.com/CaT-zTools/CaT-z_Software
Software tool for 3D tracking and automatic classification of rodent behavior. Used for acquisition, annotation, and automatic behavioral profile characterization of laboratory rodents' RGB-D videos. Utilizes video segmentation, tracking of body parts, and automated classification of behaviors through machine learning and computer vision methods. Setup uses low costing RGB-D cameras for tracking behaviors in various environments. Software includes GUI interfaces for video acquisition, annotation, and processing of behavioral data. Software is capable of automated behavior detection with only 30 minutes of annotated video.
Proper citation: CaT-z (RRID:SCR_023399) Copy
https://github.com/KumarLabJax/JABS-behavior-classifier
Video based phenotyping platform for laboratory mouse. Provides complete details of software and hardware, including 3D designs used for data collection. Data acquisition system consists of video collection hardware and software, behavior labeling and active learning app, and online database for sharing classifiers. Hardware and software solution collects high quality data for behavior analysis.
Proper citation: JAX Animal Behavior System (RRID:SCR_023721) Copy
https://www.eneuro.org/content/9/5/ENEURO.0099-22.2022
Open source modular apparatus to produce guide cannulas exploiting 3D printing technology. Step by step procedure to realize hippocampal guide cannulas. 3D-printed guide cannula implant, as well as rotary tool based cutting station for fabrication of cannulae. Useful to conduct research in all the fields where access to brain areas is needed.
Proper citation: Customized Guide Cannulas (RRID:SCR_023941) Copy
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
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
https://www.eneuro.org/content/10/8/ENEURO.0212-23.2023
Simple, lightweight, and low cost customizable multielectrode array for Local Field Potential recordings. Used to collect LFP data from different brain regions simultaneously in rats. Can be modified to record single unit and multiunit activity in addition to LFP activity using both wired and wireless neural data acquisition systems.
Proper citation: Customizable Multielectrode Array (RRID:SCR_024551) Copy
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
https://github.com/danbider/lightning-pose
Software video centric package for direct video manipulation. Semi supervised animal pose estimation algorithm, Bayesian post processing approach and deep learning package. Improved animal pose estimation via semi-supervised learning, Bayesian ensembling, and cloud-native open-source tools.
Proper citation: Lightning Pose (RRID:SCR_024480) Copy
https://github.com/NC4Lab/NC4gate
Code for testing and operating NC4gate modules of modular gate system for autonomous control of rodent behavior. Fully customizable gate system that can be used in behavioral experiments involving rodent mazes (T-maze, Y-maze, radial arm, etc.).
Proper citation: NC4gate (RRID:SCR_026445) Copy
https://github.com/tomcatsmith19/ArucoDetection
Automated rodent behavioral scoring system, complete with 3D design files and code/software. System monitors behavioral engagement using open-source software. 3D design files and necessary software has been made available, as well as code that can be used for data analysis.
Proper citation: ArUco (RRID:SCR_026572) Copy
https://github.com/lvrgb777/STPoseNet
Source code for pose recognition model for laboratory mice based on yolov8. Real-time spatiotemporal network model for robust mouse pose estimation.
Proper citation: STPoseNet (RRID:SCR_026834) Copy
https://github.com/ThomasAkam/active_commutator
Open source active commutator for Open Ephys / Intan electrophysiology systems. Motorized device used in neuroscience research, particularly in studies involving freely moving animals, to manage wires or fibers connecting headstage or other device to external equipment. Addresses common issue of tether tangling during experiments with freely moving subjects. Relies on Hall-Effect sensor detecting rotation of cable, this information is continuously fed to Adafruit microcontroller that operates servo motor to counter-rotate cable as needed, preventing twisting and ensuring clear, uninterrupted data collection. System can also be paused, restarted, and its neutral position recalibrated with simple button presses, allowing for flexible operation.
Proper citation: Active Commutator (RRID:SCR_027098) Copy
https://github.com/ntorquet/lmt_toolkit_analysis
Open source web application created to analyze Live Mouse Tracker data easily and intuitively. Used to check reliability and to make some analysis of data from Live Mouse Tracker experiments. LMT stores data in SQLite files that requires some computer skills, but LMT-toolkit makes it easy to compute and extract behavioral profiles for each animal tested following step-by-step process.
Proper citation: Live Mouse Tracker Toolkit Analysis (RRID:SCR_024592) Copy
https://github.com/DepartmentofNeurophysiology/Matlab-Whisker-Tracker
Shared database of videos featuring juvenile and adult male rats and adult male mice exploring stationary objects.This dataset includes wide variety of experimental conditions including genetic, pharmacological, and sensory deprivation interventions to explore how active sensing behavior is modulated by different factors. Database of high speed videos of whisking behavior in freely moving rodents.Open source high speed infrared videography database to study principles of active sensing in freely navigating rodents.
Proper citation: Open Source Whisking Video Database (RRID:SCR_021407) Copy
https://edspace.american.edu/openbehavior/project/spikeforest/
Project related to neural data analysis. Provides open-source and reproducible software suite that benchmarks performance of automated spike sorting algorithms across extensive, curated database of ground truth electrophysiological recordings, displaying results interactively on continuously updating website.
Proper citation: Spike Forest project (RRID:SCR_021472) Copy
https://edspace.american.edu/openbehavior/project/pypreclin/
Project related to preprocessing of images. Provieds software Python tool to processes raw macaque fMRI images using algorithms embedded in automatic pipeline.
Proper citation: Pypreclin project (RRID:SCR_021473) Copy
https://edspace.american.edu/openbehavior/project/mne-scan/
Project related to real time acquisition and processing of electrophysiological data.Provides software tool for acquisition and processing of electrophysiological data.
Proper citation: MNE Scan project (RRID:SCR_021470) Copy
https://github.com/fdechaumont/lmt-analysis
Software package for Live Mouse Tracker analysis. lmt-analysis provides all analysis tools needed to extract information from tracking performed by live mouse tracker.
Proper citation: Live Mouse Tracker analysis (RRID:SCR_021505) Copy
https://edspace.american.edu/openbehavior/project/3dtracker/, http://www.3dtracker.org/
Project related to markerless computerized behavioral analysis for laboratory animals.Provides open source 3D video based behavioral analysis system for neuroscience. System includes open source software tool for 3D-video based markerless computerized behavioral analysis.
Proper citation: 3DTracker project (RRID:SCR_021440) Copy
https://edspace.american.edu/openbehavior/project/lincom/
Project related to animal behavior in complex mazes.Provides software MATLAB package for linearization of place fields in complex mazes.
Proper citation: LinCoM project (RRID:SCR_021438) Copy
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