https://github.com/ajaichemmanam/simple_posenet_python

A simple and minimal posenet inference in python
https://github.com/ajaichemmanam/simple_posenet_python

keypoint-estimation keypoints-detector posenet posenet-keypoints posenet-python tensorflowjs

Last synced: 6 months ago
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A simple and minimal posenet inference in python

• Host: GitHub
• URL: https://github.com/ajaichemmanam/simple_posenet_python
• Owner: ajaichemmanam
• Created: 2020-04-05T15:09:11.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2023-03-24T23:42:55.000Z (over 2 years ago)
• Last Synced: 2025-04-11T03:52:28.364Z (6 months ago)
• Topics: keypoint-estimation, keypoints-detector, posenet, posenet-keypoints, posenet-python, tensorflowjs
• Language: Python
• Homepage:
• Size: 8 MB
• Stars: 6
• Watchers: 1
• Forks: 0
• Open Issues: 2
• Metadata Files:
  • Readme: README.md

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README

          
# simple_posenet_python

A simple and minimal posenet inference in python

# Getting Started

1. Install requirements

2. Download tfjs models for posenet.

3. Set path to models and image for inference in .py files

4. python3 eval_singleposemodel.py (Image with single person) or python3 eval_multiposemodel.py (Image with single/multiple person)

# Observed Results

SINGLE POSE OUTPUT

![SinglePose BBOX](https://raw.githubusercontent.com/ajaichemmanam/simple_posenet_python/master/assets/singlepose_bbox.png)

![SinglePose Keypoints](https://raw.githubusercontent.com/ajaichemmanam/simple_posenet_python/master/assets/singlepose_keypoints.png)

![SinglePose Connected Keypoints](https://raw.githubusercontent.com/ajaichemmanam/simple_posenet_python/master/assets/singlepose_connectedkeypoints.png)

MULTIPOSE OUTPUT

![MultiPose BBOX](https://raw.githubusercontent.com/ajaichemmanam/simple_posenet_python/master/assets/multipose_bbox.png)

![MultiPose Keypoints](https://raw.githubusercontent.com/ajaichemmanam/simple_posenet_python/master/assets/multipose_keypoints.png)

![MultiPose Connected Keypoints](https://raw.githubusercontent.com/ajaichemmanam/simple_posenet_python/master/assets/multipose_connectedkeypoints.png)

Multipose  gives better results than singlepose even for single person. Due to graph tree based refinement.

# ACKNOWLEDGEMENT

Thanks to https://github.com/patlevin for support functions