Python pose-estimation

Open-source Python projects categorized as pose-estimation Edit details

Top 21 Python pose-estimation Projects

  • AlphaPose

    Real-Time and Accurate Full-Body Multi-Person Pose Estimation&Tracking System

    Project mention: Help finding an appropriate model for human pose estimation | | 2021-09-29

    alphapose: havent tried it, but looks to run at 16fps (maybe faster?) but is only intended for research not commercial. Training script available.

  • DeepLabCut

    Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans

    Project mention: Help: Using CV to recognize angles and lines from a picture | | 2022-05-26

    DeepLabCut is also worth mentioning here

  • SonarLint

    Clean code begins in your IDE with SonarLint. Up your coding game and discover issues early. SonarLint is a free plugin that helps you find & fix bugs and security issues from the moment you start writing code. Install from your favorite IDE marketplace today.

  • mmpose

    OpenMMLab Pose Estimation Toolbox and Benchmark.

    Project mention: State of the art 2D body pose estimation [Discussion] | | 2022-06-24

    I would start with mmpose. It's basically a curated list of the best models ready to go.

  • SuperGluePretrainedNetwork

    SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)

    Project mention: Advances in SLAM since 2016 | | 2022-01-21

    This basically includes a deep learning based approach to do keypoint detection, and match them across image frames. This includes papers like SuperPoint, Superglue, and more. There is also a way to do dense matching with neural networks.

  • Hierarchical-Localization

    Visual localization made easy with hloc

    Project mention: Automatic Image Registration for big data | | 2022-05-23

    I have been very successful with these kind of image pairs using SuperPoint+SuperGlue. The authors‘ work is awesome and code is available here: hloc

  • lightweight-human-pose-estimation.pytorch

    Fast and accurate human pose estimation in PyTorch. Contains implementation of "Real-time 2D Multi-Person Pose Estimation on CPU: Lightweight OpenPose" paper.

    Project mention: Help finding an appropriate model for human pose estimation | | 2021-09-29

    Lightweight OpenPose: Runs in realtime >20fps confirmed, training code is provided

  • BlenderProc

    A procedural Blender pipeline for photorealistic training image generation

    Project mention: How to get started with synthetic data generation? | | 2022-04-14
  • Scout APM

    Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.

  • openpifpaf

    Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch.

  • ailia-models

    The collection of pre-trained, state-of-the-art AI models for ailia SDK

    Project mention: [P] A collection of pre-trained, state-of-the-art AI models | | 2022-05-21
  • AI-basketball-analysis

    :basketball::robot::basketball: AI web app and API to analyze basketball shots and shooting pose.

  • ICON

    ICON: Implicit Clothed humans Obtained from Normals (CVPR 2022)

    Project mention: Show HN: Icon-3D Avatar Creator from 2D Pixels | | 2022-02-19
  • UniFormer

    [ICLR2022] official implementation of UniFormer

    Project mention: A New AI Research Propose ‘UniFormer’ (Unified transFormer) to Unify Convolution and Self-Attention for Visual Recognition | | 2022-01-31

    Code for found:

  • Lifting-from-the-Deep-release

    Implementation of "Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image"

    Project mention: How do I install deeplearning package from github and apply transfer learning on it? | | 2021-07-17

    You should try reading the source code of the bash script and the other source files to get a sense of what they do and how you can incorporate it into your project. Here's some tips to get started (assuming you're looking at this repo:

  • nerfmm

    (Arxiv 2021) NeRF--: Neural Radiance Fields Without Known Camera Parameters

  • DeepPoseKit

    a toolkit for pose estimation using deep learning

    Project mention: I want to create a pill counter using points instead of bounding boxes. What model should I train from? | | 2022-01-01

    Or a variation called DeepPoseKit - which hasn't been as updated as recently but is easier to batch / code.

  • Keypoint_Communities

    [ICCV '21] In this repository you find the code to our paper "Keypoint Communities".

    Project mention: [R] Keypoint Communities | | 2021-10-08


  • ML-auto-baseball-pitching-overlay

    ⚾🤖⚾ Automatic baseball pitching overlay in realtime

  • aistplusplus_api

    API to support AIST++ Dataset:

  • Robotics-Object-Pose-Estimation

    A complete end-to-end demonstration in which we collect training data in Unity and use that data to train a deep neural network to predict the pose of a cube. This model is then deployed in a simulated robotic pick-and-place task.

    Project mention: Unity Robotics - Error Trying to Randomise Object Orientation | | 2022-06-07

    I'm trying to complete Part 2 of the Robotics Object Pose Estimation tutorial ( and cannot get past Step 10 (Writing our Custom Object Rotation Randomizer) because I keep getting a "Tying to read value of type Dimension while reading a value of type CommaSeparator" error. Any advice on how to fix this? I have Unity 2021.3.3f1 installed on a Windows 10 machine.

  • human-action-classification

    This repository allows you to classify 40 different human actions. Pose detection, estimation and classification is also performed. Poses are classified into sitting, upright and lying down.

  • evopose2d

    EvoPose2D is a two-stage human pose estimation model that was designed using neuroevolution. It achieves state-of-the-art accuracy on COCO.

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2022-06-24.

Python pose-estimation related posts


What are some of the best open-source pose-estimation projects in Python? This list will help you:

Project Stars
1 AlphaPose 6,241
2 DeepLabCut 3,113
3 mmpose 2,073
4 SuperGluePretrainedNetwork 1,869
5 Hierarchical-Localization 1,599
6 lightweight-human-pose-estimation.pytorch 1,578
7 BlenderProc 1,455
8 openpifpaf 927
9 ailia-models 868
10 AI-basketball-analysis 758
11 ICON 666
12 UniFormer 446
13 Lifting-from-the-Deep-release 441
14 nerfmm 333
15 DeepPoseKit 330
16 Keypoint_Communities 245
17 ML-auto-baseball-pitching-overlay 234
18 aistplusplus_api 223
19 Robotics-Object-Pose-Estimation 152
20 human-action-classification 140
21 evopose2d 79
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