Top 21 Python pose-estimation Projects
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Project mention: Help finding an appropriate model for human pose estimation | reddit.com/r/computervision | 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.
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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 | reddit.com/r/computervision | 2022-05-26DeepLabCut is also worth mentioning here
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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.
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Project mention: State of the art 2D body pose estimation [Discussion] | reddit.com/r/MachineLearning | 2022-06-24
I would start with mmpose. It's basically a curated list of the best models ready to go.
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SuperGluePretrainedNetwork
SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)
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.
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Project mention: Automatic Image Registration for big data | reddit.com/r/computervision | 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
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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 | reddit.com/r/computervision | 2021-09-29Lightweight OpenPose: Runs in realtime >20fps confirmed, training code is provided
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Project mention: How to get started with synthetic data generation? | reddit.com/r/bounding | 2022-04-14
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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.
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openpifpaf
Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch.
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Project mention: [P] A collection of pre-trained, state-of-the-art AI models | reddit.com/r/MachineLearning | 2022-05-21
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AI-basketball-analysis
:basketball::robot::basketball: AI web app and API to analyze basketball shots and shooting pose.
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Project mention: A New AI Research Propose ‘UniFormer’ (Unified transFormer) to Unify Convolution and Self-Attention for Visual Recognition | reddit.com/r/artificial | 2022-01-31
Code for https://arxiv.org/abs/2201.09450 found: https://github.com/Sense-X/UniFormer
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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? | reddit.com/r/deeplearning | 2021-07-17You 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: https://github.com/DenisTome/Lifting-from-the-Deep-release)
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Project mention: I want to create a pill counter using points instead of bounding boxes. What model should I train from? | reddit.com/r/learnmachinelearning | 2022-01-01
Or a variation called DeepPoseKit - https://github.com/jgraving/DeepPoseKit which hasn't been as updated as recently but is easier to batch / code.
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Keypoint_Communities
[ICCV '21] In this repository you find the code to our paper "Keypoint Communities".
github: https://github.com/duncanzauss/keypoint_communities
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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 | reddit.com/r/Unity3D | 2022-06-07I'm trying to complete Part 2 of the Robotics Object Pose Estimation tutorial (https://github.com/Unity-Technologies/Robotics-Object-Pose-Estimation) 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.
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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.
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evopose2d
EvoPose2D is a two-stage human pose estimation model that was designed using neuroevolution. It achieves state-of-the-art accuracy on COCO.
Python pose-estimation related posts
- State of the art 2D body pose estimation [Discussion]
- Unity Robotics - Error Trying to Randomise Object Orientation
- Help: Using CV to recognize angles and lines from a picture
- A New AI Research Propose ‘UniFormer’ (Unified transFormer) to Unify Convolution and Self-Attention for Visual Recognition
- Backyard AI dog poop detector walkthrough
- Built a dog poop detector for my backyard
- [P] Built a dog poop detector for my backyard
Index
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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