Onboard AI learns any GitHub repo in minutes and lets you chat with it to locate functionality, understand different parts, and generate new code. Use it for free at www.getonboard.dev. Learn more →
Top 23 Python pose-estimation Projects
-
-
Project mention: FOSS self-hosted image-to-text gpu accelerated object recognition ? Is there anything on the table yet ? | /r/selfhosted | 2023-03-30
https://github.com/amusi/awesome-object-detection https://mmdetection.readthedocs.io/en/latest/index.html https://github.com/thtrieu/darkflow https://github.com/OlafenwaMoses/ImageAI https://github.com/dmlc/gluon-cv https://github.com/aim-uofa/AdelaiDet/ https://github.com/aim-uofa/AdelaiDet/blob/master/configs/FCOS-Detection/README.md https://github.com/wizyoung/YOLOv3_TensorFlow
-
Sonar
Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.
-
Project mention: RTMPose: The All-In-One Real-time Pose Estimation Solution for R&D | /r/artificial | 2023-03-19
RTMPose-m achieves 75.8% AP on COCO with 90+ FPS on an Intel i7-11700 CPU and 430+ FPS on an NVIDIA GTX 1660 Ti GPU, and RTMPose-l achieves 67.0% AP on COCO-WholeBody with 130+ FPS.
-
DeepLabCut
Official implementation of DeepLabCut: Markerless pose estimation of user-defined features with deep learning for all animals incl. humans
-
SuperGluePretrainedNetwork
SuperGlue: Learning Feature Matching with Graph Neural Networks (CVPR 2020, Oral)
Project mention: SuperGlue is a CVPR2022 research project done at Magicleap for pose estimation in real-world environments. Check out the tool link in the comments | /r/machinelearningnews | 2022-11-06Code: https://github.com/magicleap/SuperGluePretrainedNetwork
-
Project mention: What algorithms should I look at if I'm interested in SLAM-like navigation, but with 3-D map foreknowledge? | /r/computervision | 2023-03-26
You can try hierarchical localization, it's pretty memory efficient since it only brings up relevant point clouds instead of the entire mapped pointed when you're computing poses.
-
Blender with add-ons (Kubric, BlenderProc)
-
InfluxDB
Collect and Analyze Billions of Data Points in Real Time. Manage all types of time series data in a single, purpose-built database. Run at any scale in any environment in the cloud, on-premises, or at the edge.
-
-
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: 10$ Full Body Tracking! I'm proud to release ToucanTrack (in Beta!). Get decent FBT with the power of 2 PS3 Eye Cameras and AI! | /r/VRchat | 2023-02-20
If you're looking for the differences in terms of how inference is done, I recommend you take a look at MediaPipe's source code. MediaPipe doesn't use raw code, but uses a "graph" instead (eg. pose_landmark_cpu.pbtxt), which can be visualised using MediaPipe Viz. I also used axinc-ai/ailia-models as the base (preprocessing, inference, postprocessing, etc...) which I further built upon (keypoint refinement, roi from keypoints, filtering / smoothing, etc...)
-
Project mention: ControlNet fully integrated with Blender using nodes! | /r/StableDiffusion | 2023-04-23
-
ROMP
Monocular, One-stage, Regression of Multiple 3D People and their 3D positions & trajectories in camera & global coordinates. ROMP[ICCV21], BEV[CVPR22], TRACE[CVPR2023] (by Arthur151)
Project mention: Meet TRACE: A New AI Approach for Accurate 3D Human Pose and Shape Estimation with Global Coordinate Tracking | /r/machinelearningnews | 2023-06-21Github: https://github.com/Arthur151/ROMP
-
openpifpaf
Official implementation of "OpenPifPaf: Composite Fields for Semantic Keypoint Detection and Spatio-Temporal Association" in PyTorch.
-
EPro-PnP
[CVPR 2022 Oral, Best Student Paper] EPro-PnP: Generalized End-to-End Probabilistic Perspective-n-Points for Monocular Object Pose Estimation
-
AI-basketball-analysis
:basketball::robot::basketball: AI web app and API to analyze basketball shots and shooting pose.
-
kapao
KAPAO is an efficient single-stage human pose estimation model that detects keypoints and poses as objects and fuses the detections to predict human poses.
-
-
Project mention: Show HN: Custom Action Recognition with ActionAI | news.ycombinator.com | 2023-09-23
-
Project mention: [D] Something basic I don't understand about Nerfs | /r/MachineLearning | 2023-02-20
-
Lifting-from-the-Deep-release
Implementation of "Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image"
-
-
-
-
Revelo Payroll
Free Global Payroll designed for tech teams. Building a great tech team takes more than a paycheck. Zero payroll costs, get AI-driven insights to retain best talent, and delight them with amazing local benefits. 100% free and compliant.
Python pose-estimation related posts
- DeepVoxels: Learning Persistent 3D Feature Embeddings
- AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions
- Synthetic image Generation
- RTMPose: The All-In-One Real-time Pose Estimation Solution for R&D
- RTMPose: The All-In-One Real-time Pose Estimation Solution for R&D
- dataset collection for transfer learning
- [D] Something basic I don't understand about Nerfs
-
A note from our sponsor - Onboard AI
getonboard.dev | 4 Oct 2023
Index
What are some of the best open-source pose-estimation projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | AlphaPose | 7,326 |
2 | gluon-cv | 5,627 |
3 | mmpose | 4,050 |
4 | DeepLabCut | 3,940 |
5 | SuperGluePretrainedNetwork | 2,692 |
6 | Hierarchical-Localization | 2,379 |
7 | BlenderProc | 2,218 |
8 | norfair | 2,044 |
9 | lightweight-human-pose-estimation.pytorch | 1,913 |
10 | ailia-models | 1,582 |
11 | ICON | 1,450 |
12 | ROMP | 1,148 |
13 | openpifpaf | 1,088 |
14 | EPro-PnP | 965 |
15 | AI-basketball-analysis | 869 |
16 | kapao | 725 |
17 | UniFormer | 713 |
18 | ActionAI | 646 |
19 | nerfmm | 506 |
20 | Lifting-from-the-Deep-release | 447 |
21 | DeepPoseKit | 364 |
22 | sleap | 325 |
23 | aistplusplus_api | 301 |