There are 9 repositories under deeplabcut topic.
Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans
๐๐๐๐ถ A toolkit for robust markerless 3D pose estimation
We turn natural language descriptions of behaviors into machine-executable code
SDK for running DeepLabCut on a live video stream
Various scripts to support deeplabcut and what to do afterwards!
Workshop material for using DeepLabCut
a module for kinematic analysis of deeplabcut outputs
[ICCV 2023] "Rethinking pose estimation in crowds: overcoming the detection information-bottleneck and ambiguity"
GUI to run DeepLabCut on live video feed
a napari plugin for labeling and refining keypoint data within DeepLabCut projects
Closed-loop behavioral experiment toolkit using pose estimation of body parts.
replicAnt - generating annotated images of animals in complex environments with Unreal Engine
Docker container for running DeepLabCut 2.0, 2.1 (linux support only). Now, DLC main supports 2.2+
Toolbox for using multiple cameras from intrinsic calculations to reconstructing kinematics
Headless DeepLabCut (no GUI support)
Deep learning-driven multi animal tracking and pose estimation add-on for Blender
DLC2Action is an action segmentation package that makes running and tracking of machine learning experiments easy.
A Primer on Motion Capture with Deep Learning:Principles, Pitfalls and Perspectives
Trained deep neural-net models for estimating articulatory keypoints from midsagittal ultrasound tongue videos and front-view lip camera videos using DeepLabCut. This research is by Wrench, A. and Balch-Tomes, J. (2022) (https://www.mdpi.com/1424-8220/22/3/1133) (https://doi.org/10.3390/s22031133).
Simple vispy-based frame-by-frame behavior annotation GUI. Also can display DeepLabCut poses within videos during annotation.
An alpha playground for a web-based labeling tool for DLC
Utilities to convert DeepLabCut (DLC), output to/from Neurodata Without Borders (NWB) format.
Tools for machine learning of animal behavior
Course materials for the Modern Methods for Quantifying Behavior Course!
[Cell 2024]: Code for Task-driven neural network models predict neural dynamics of proprioception by Marin Vargas* and Bisi* et al.
Dockerfile for DeepLabCut 2.0 (https://github.com/AlexEMG/DeepLabCut)
DLClibrary is a lightweight library supporting universal functions for the DeepLabCut ecosystem.
PoseModel: An Open-Source Toolkit for Accurate and Robust Automated Behavioral Latent Embedding
Function for converting DLTdv tracking files into labeled training data for DeepLabCut pose estimation package
A model and video dataset for pose estimation on poultry, a crucial data to have for an automated system that could classify the health state of poultry
Real-time tracking and behavioural reinforcement toolbox for DeepLabCut to accompany Forys, Xiao, Gupta, and Murphy (2020).
Collection of code to analyze behavioral data after deeplabcut prediction of mouse selected body parts.
Inofficial docker images for DeepLabCut (experimental)