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https://github.com/NeLy-EPFL/DeepFly3D

Software tool as PyTorch and PyQT5 implementation of 2D-3D tethered Drosophila pose estimation. Image annotation tool used for pose estimation and appendage tracking. Provides interface for pose estimation and to permit further correction of 2D pose estimates, which are automatically converted to 3D pose.

Proper citation: DeepFly3D (RRID:SCR_021402) Copy   

•   Source: SciCrunch Registry

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

Portal provides software tool for analysis and quantification of both single and socially interacting zebrafish. Software data extraction and analysis tool built in open source R language for tracking zebrafish behavior.

Proper citation: Argus (RRID:SCR_021585) Copy   

•   Source: SciCrunch Registry

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

Portal provides MouseMove software system used to analyze Open Field behavior of mice after experimental stroke to show reduced locomotor activity and to quantify laterality deficits. System is used in combination with open source program ImageJ and MTrack2 plugin to analyze pre recorded Open Field test video. System has two downloadable components, ImageJ macro and separate program with custom built MouseMove GUI. ImageJ is used to subtract background video from experiment and create image of animals total trajectory. MouseMove GUI then completes detailed analysis of movement patterns, measuring fractional time spent stationary, distance traveled, speed mean and various details of laterality.

Proper citation: MouseMove project (RRID:SCR_021581) Copy   

•   Source: SciCrunch Registry

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

Portal provides open source, cross platform Python library that adds 3D stimulus support to all OpenGL based 2D Python stimulus libraries. Ratcave comes with resources including basic 3D object primitives and wide range of 3D light effects. Intuitive object oriented interface allows for all objects, which include meshes, lights, and cameras, can be repositioned, rotated, and scaled.

Proper citation: Ratcave project (RRID:SCR_021555) Copy   

•   Source: SciCrunch Registry

https://edspace.american.edu/openbehavior/project/self-grooming-mice/

Portal provides protocol that implements JAABA, open source machine learning based behavior detection system; motr, open-source mouse trajectory tracking software; and bonsai, open source system capable of streaming and recording video. Together they use these tools to process videos of mice performing grooming behaviors in variety of behavioral setups.

Proper citation: Automated Classification of Self-grooming in Mice project (RRID:SCR_021597) Copy   

•   Source: SciCrunch Registry

https://github.com/LaubachLab/MedParse

Software tool to read MedPC data into Python and Matlab. MedPC code for saving precise times of behavioral events and MatLab and Python functions to convert MedPC data into time event codes.

Proper citation: MedParse (RRID:SCR_021528) 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/portugueslab/stytra

Open source software Python package to control stimulation and track behaviour.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 (RRID:SCR_021500) Copy   

•   Source: SciCrunch Registry

https://github.com/openworm/tracker-commons

Software tool as repository of documentation, software, and discussions to share worm tracking data and analysis routines.Open access repository for storing, accessing, and filtering data; interchange format for notating single or multi worm behavior; and file formats written in Python for feature extraction, review, and analysis.

Proper citation: Worm Behavior Platform (RRID:SCR_021501) Copy   

•   Source: SciCrunch Registry

https://github.com/olivierfriard/BORIS

Open source event logging software for video/audio coding and live observations.Multiplatform standalone program that allows user specific coding environment for computer based review of previously recorded videos or live observations.

Proper citation: Behavioral Observation Research Interactive Software (RRID:SCR_021509) Copy   

•   Source: SciCrunch Registry

https://github.com/chenxinfeng4/ArControl

Software tool as Arduino UNO/Mega based, visual programming and real-time behavioral platform for neuroscience. It can run Go/No-Go, 2AFPC and Optogenetic stimulation tasks. Stand alone and intuitive Gaphical User Interface application.Part of ArControl system.

Proper citation: ArControl (RRID:SCR_021605) Copy   

•   Source: SciCrunch Registry

https://github.com/bonvision

Open source software package for creating and controlling visual environments.Software package for Bonsai which allows for control of 2D and 3D environments.

Proper citation: BonVision (RRID:SCR_021534) Copy   

•   Source: SciCrunch Registry

https://github.com/cosanlab/facesync

Open source software Python toolbox which automatically synchronizes recorded facial expressions to videos and events such as social interactions.Framework for recording facial expressions with head mounted cameras.

Proper citation: FaceSync (RRID:SCR_021396) Copy   

•   Source: SciCrunch Registry

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/DrCoffey/DeepSqueak

Software MATLAB package for high throughput ultrasonic vocalizations detection, classification, and analysis.

Proper citation: DeepSqueak (RRID:SCR_021524) Copy   

•   Source: SciCrunch Registry

https://github.com/alexcwsmith/PiRATeMC

Software data management pipeline for camera synchronization and combined data directories.

Proper citation: Pi-based Remote Acquisition Technology for Motion Capture (RRID:SCR_022327) Copy   

•   Source: SciCrunch Registry

https://github.com/lapphe/raspberry_rat

Software Python platform for recording, converting, and uploading videos to cloud and for performing scheduled video recordings. Repository also includes wiki section with comprehensive guide to setting up Raspberry Pis for this purpose. Raspberry Pis are often cheaper than camcorder and can produce HD video. They are also equipped with infrared camera, making them ideal for recordings of animals that are active in low light conditions.

Proper citation: Rasberry rat (RRID:SCR_023467) Copy   

•   Source: SciCrunch Registry

https://github.com/lambdaloop/anipose

Software package for 3D pose estimation. Uses DeepLabCut for 2D tracking and uses triangulation methods to project pose estimations into three dimensions.Toolkit for robust markerless 3D pose estimation.

Proper citation: Anipose (RRID:SCR_023041) Copy   

•   Source: SciCrunch Registry