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https://github.com/UmSenhorQualquer/d-track/blob/master/docs/source/index.rst

Software package to track object in 3D based on 3D schematics of scene.Semi automatic 3D video tracking technique to analyse movements and routines of aquatic animals with application to captive dolphins.

Proper citation: D-Track (RRID:SCR_021394) Copy   

•   Source: SciCrunch Registry

https://github.com/wehr-lab/autopilot

Software tool as open source Python framework for behavioral neuroscience that distributes experiments over networked swarms of Raspberry Pis. Toolkit of flexible modules to design experiments without rigid programming and API limitations.

Proper citation: AutoPilot (RRID:SCR_021518) Copy   

•   Source: SciCrunch Registry

https://github.com/jgraving/DeepPoseKit

Software toolkit with high level API for 2D pose estimation of user defined keypoints using deep learning.Written in Python and built using Tensorflow and Keras.Method for pose estimation developed by behavioral scientists at the Max Planck Institute of Animal Behavior.

Proper citation: DeepPoseKit (RRID:SCR_021405) Copy   

•   Source: SciCrunch Registry

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   

•   Source: SciCrunch Registry

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   

•   Source: SciCrunch Registry

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   

•   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://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://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   

•   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://edspace.american.edu/openbehavior/project/ezcalcium/

Software package for MATLAB that makes motion correction, segmentation, signal extraction and dimension reduction, analysis, and visualization of calcium imaging data easy to implement. Open source toolbox for analysis of calcium imaging data.

Proper citation: EZcalcium (RRID:SCR_022354) Copy   

•   Source: SciCrunch Registry

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

Software Python toolbox that makes fiber photometry data analysis intuitive and light on programming.Used to measure neural activity of freely behaving animals.

Proper citation: GuPPy (RRID:SCR_022353) Copy   

•   Source: SciCrunch Registry

https://github.com/crtwomey/paws

Statistical software platform for automated scoring of pain in mice.Software R package takes paw trajectory data in response to stimulus and provides automated scoring of pain.

Proper citation: Pain Assessment at Withdrawal Speeds (RRID:SCR_022350) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/neuroethology-tools/

Software Python pipeline for automated detection, pose estimation, and behavior classification in socially interacting mice.Used for pose estimation and behavior quantification in pairs of freely behaving mice.

Proper citation: Mouse Action Recognition System (RRID:SCR_022347) 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://edspace.american.edu/openbehavior/project/sipec/

Software pipeline for video analysis. Deep learning Swiss knife for behavioral data analysis.Performs segmentation, identification, pose-estimation and classification of complex behaviour. Used for analysis of behavior of multiple animals in complex environments.

Proper citation: SIPEC (RRID:SCR_022364) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/timed-pressure-control/

System uses Arduino microcontroller to control relay module that operates solenoid valve which all sit in 3D printed housing. Solenoid works in conjunction with flowmeter regulator to allow for controlled flow of pressurized air into target. Timing of distensions is controlled via either custom Python based UI, or by triggered TTL pulse.Timed pressure control hardware and software used for delivery of air mediated distensions in animal models.

Proper citation: Timed pressure control hardware and software for delivery of air mediated distensions in animal models (RRID:SCR_022363) Copy   

•   Source: SciCrunch Registry

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

Software tool as multi subject keypoint detection library for real time pose estimation.Used to track behavior of monkeys in natural environments, without disrupting their typical pattern of behavior. Deep learning software system for body, face, hands, and foot estimation in monkeys.

Proper citation: OpenPose (RRID:SCR_022362) Copy   

•   Source: SciCrunch Registry

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

Open source animal tracking software tool. Used to visually track movement of multiple animals at once.

Proper citation: TRex (RRID:SCR_022361) Copy   

•   Source: SciCrunch Registry

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

Software tool enables closed loop behavioral experiments using deep learning based markerless, real time posture detection.Closed loop behavioral experiment toolkit using pose estimation of body parts.

Proper citation: DLStream (RRID:SCR_022359) Copy   

•   Source: SciCrunch Registry