Python pose-estimation

Open-source Python projects categorized as pose-estimation

Top 23 Python pose-estimation Projects

  • AlphaPose

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

  • gluon-cv

    Gluon CV Toolkit

  • InfluxDB

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  • mmpose

    OpenMMLab Pose Estimation Toolbox and Benchmark.

  • 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)

  • Hierarchical-Localization

    Visual localization made easy with hloc

  • BlenderProc

    A procedural Blender pipeline for photorealistic training image generation

  • SaaSHub

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  • norfair

    Lightweight Python library for adding real-time multi-object tracking to any detector.

  • Project mention: Seeking Efficient Video Object Tracking and or Video Segmentation Software for Research | /r/computervision | 2023-12-07

    If you're familiar with Python you can try using Norfair. It's a lightweight Python library for adding real-time multi-object tracking to any detector. There are lots of examples for you to try, they mostly differ on the object detector.

  • 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.

  • DWPose

    "Effective Whole-body Pose Estimation with Two-stages Distillation" (ICCV 2023, CV4Metaverse Workshop)

  • Project mention: Solving "Filename too long" error when installing DW Pose in Automatic 1111 Stable Diffusion Web UI | /r/StableDiffusion | 2023-12-06

    If you want to install DW Pose in the Stable Diffusion Web UI (Extensions > Install from URL: https://github.com/IDEA-Research/DWPose.git) on Windows, you could be facing some issue as the Git project contains long path names. This error is not systematic as it depends on where you have installed the Automatic 1111 Stable Diffusion Web UI.

  • ailia-models

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

  • detrex

    detrex is a research platform for DETR-based object detection, segmentation, pose estimation and other visual recognition tasks.

  • ICON

    [CVPR'22] ICON: Implicit Clothed humans Obtained from Normals

  • 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 | 2023-06-21

    Github: 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.

  • UniFormer

    [ICLR2022] official implementation of UniFormer

  • 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.

  • ActionAI

    Real-Time Spatio-Temporally Localized Activity Detection by Tracking Body Keypoints

  • Project mention: Show HN: Custom Action Recognition with ActionAI | news.ycombinator.com | 2023-09-23
  • nerfmm

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

  • Lifting-from-the-Deep-release

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

  • sleap

    A deep learning framework for multi-animal pose tracking.

  • SaaSHub

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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).

Python pose-estimation related posts

  • Solving "Filename too long" error when installing DW Pose in Automatic 1111 Stable Diffusion Web UI

    1 project | /r/StableDiffusion | 6 Dec 2023
  • How to Resolve DWPose/Onnxruntime Warning (or How to Run Multiple CUDA Versions Side-by-Side)

    1 project | /r/comfyui | 27 Nov 2023
  • DeepVoxels: Learning Persistent 3D Feature Embeddings

    3 projects | /r/LearningMachines | 27 Jul 2023
  • AQuaMaM: An Autoregressive, Quaternion Manifold Model for Rapidly Estimating Complex SO(3) Distributions

    1 project | /r/LearningMachines | 8 Jul 2023
  • Synthetic image Generation

    4 projects | /r/learnmachinelearning | 22 Mar 2023
  • RTMPose: The All-In-One Real-time Pose Estimation Solution for R&D

    1 project | /r/artificial | 19 Mar 2023
  • RTMPose: The All-In-One Real-time Pose Estimation Solution for R&D

    1 project | /r/virtualreality | 19 Mar 2023
  • A note from our sponsor - InfluxDB
    www.influxdata.com | 10 May 2024
    Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality. Learn more →

Index

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

Project Stars
1 AlphaPose 7,732
2 gluon-cv 5,751
3 mmpose 5,048
4 DeepLabCut 4,304
5 SuperGluePretrainedNetwork 3,036
6 Hierarchical-Localization 2,868
7 BlenderProc 2,560
8 norfair 2,297
9 lightweight-human-pose-estimation.pytorch 2,027
10 DWPose 1,907
11 ailia-models 1,840
12 detrex 1,828
13 ICON 1,545
14 ROMP 1,283
15 openpifpaf 1,129
16 EPro-PnP 1,055
17 AI-basketball-analysis 923
18 UniFormer 782
19 kapao 741
20 ActionAI 724
21 nerfmm 539
22 Lifting-from-the-Deep-release 448
23 sleap 383

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