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A quick tutorial on multi-pose estimation with OpenCV, Tensorflow and MoveNet lightning.

License: GNU General Public License v3.0

Jupyter Notebook 99.93% Python 0.07% Batchfile 0.01%
tensorflow movenet movenet-lightning pose-estimation tutorial python opencv matplotlib ipython jupyter-notebook imageio numpy tensorflow-hub deep-learning human-pose-estimation machine-learning computer-vision deep-neural-networks tutorials

human-pose-estimation's Introduction

Human-pose-estimation Language_support Last_commit Workflow Tensorflow_version

A quick tutorial on multi-pose estimation with OpenCV, Tensorflow and MoveNet lightning.

**Also available on Kaggle

Motivation

I found multipose estimation Notebooks and codes not so explicit or even understandable for pure beginners. Moreover, most of the available tutorials focus on single-pose estimation, with only one instance (human). As a result, the idea of writing my own tutorial naturally came to me. After some research and a bit of styling, code cleaning, presentation...I finally made it public.

Model info

  • Model type : MoveNet
  • Pose estimation method : multipose, bottom-up
  • Keypoint count : 17

Results (example)

Results

How to use

Command line runner

Args : Command_line_args

Notebook

Requires Tensorflow Hub and a Kaggle environment. However, feel free to adapt to Notebook to your local setup

Required packages

  • Deep Learning and calculations : Tensorflow 2.x, NumPy, Tensorflow Docs
  • Computer graphics/vision : OpenCV
  • Display : IPython, Matplotlib
  • Image/video writer : image io

Acknowledgements

  • Tensorflow official tutorial

human-pose-estimation's People

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