Top 23 Python pose-estimation Projects

• AlphaPose

  0 7,326 0.0 Python

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

  

• gluon-cv

  1 5,627 3.6 Python

  Gluon CV Toolkit

  

  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

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• mmpose

  4 4,050 0.0 Python

  OpenMMLab Pose Estimation Toolbox and Benchmark.

  

  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

  0 3,940 8.5 Python

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

  

• SuperGluePretrainedNetwork

  1 2,692 0.0 Python

  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 | 2022-11-06

  Code: https://github.com/magicleap/SuperGluePretrainedNetwork

• Hierarchical-Localization

  2 2,379 0.0 Python

  Visual localization made easy with hloc

  

  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.

• BlenderProc

  3 2,218 0.0 Python

  A procedural Blender pipeline for photorealistic training image generation

  

  Project mention: Synthetic image Generation | /r/learnmachinelearning | 2023-03-22

  Blender with add-ons (Kubric, BlenderProc)

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• norfair

  0 2,044 0.0 Python

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

  

• lightweight-human-pose-estimation.pytorch

  0 1,913 0.0 Python

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

• ailia-models

  1 1,582 8.7 Python

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

  

  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...)

• ICON

  2 1,450 0.0 Python

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

  Project mention: ControlNet fully integrated with Blender using nodes! | /r/StableDiffusion | 2023-04-23

• ROMP

  1 1,148 10.0 Python

  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

  0 1,088 0.0 Python

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

  

• EPro-PnP

  0 965 0.0 Python

  [CVPR 2022 Oral, Best Student Paper] EPro-PnP: Generalized End-to-End Probabilistic Perspective-n-Points for Monocular Object Pose Estimation

  

• AI-basketball-analysis

  0 869 0.0 Python

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

• kapao

  0 725 0.0 Python

  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.

• UniFormer

  0 713 0.0 Python

  [ICLR2022] official implementation of UniFormer

• ActionAI

  1 646 10.0 Python

  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

  1 506 0.0 Python

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

  

  Project mention: [D] Something basic I don't understand about Nerfs | /r/MachineLearning | 2023-02-20

• Lifting-from-the-Deep-release

  0 447 0.0 Python

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

• DeepPoseKit

  0 364 0.0 Python

  a toolkit for pose estimation using deep learning

• sleap

  0 325 8.7 Python

  A deep learning framework for multi-animal pose tracking.

  

• aistplusplus_api

  0 301 0.0 Python

  API to support AIST++ Dataset: https://google.github.io/aistplusplus_dataset

  

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Python pose-estimation related posts

• 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
• dataset collection for transfer learning
  3 projects | /r/computervision | 2 Mar 2023
• [D] Something basic I don't understand about Nerfs
  2 projects | /r/MachineLearning | 20 Feb 2023
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