Python-Based Posture and Face recognition
Budget: $30 – $250 USD
I'm in need of a skilled deep learning engineer with solid experience in Python and expertise in posture and face recognition Your job will involve:
- Developing a solution for posture detection and face recognition.
- Collecting and recording data related to the detected postures into a CSV file.
These are just an example papers
https://youtu.be/PL3xJErjEgU
Some code:
https://colab.research.google.com/drive/1bpTwfodHUT4yHfCvb4Mk-dSdzEcikf0Q
https://github.com/MVIG-SJTU/AlphaPose
https://github.com/CMU-Perceptual-Computing-Lab/openpose
https://colab.research.google.com/drive/1aDd7AjAacjPD4nC1ptUW4M0t518OSgMv
1). **Moved Left/Moved Right:**
- Implement modules to detect instances where individuals in the video move left or right, capturing directional movements.
2) **Standing/Sitting Detection:**
- Develop classifiers to distinguish between instances where individuals are standing or sitting in a group of 10 to 15 people.
Required Example output CSV File:
https://docs.google.com/spreadsheets/d/1CvlGC-ErWaBb4ub0KhYFLbi5heCoSqTfWtzw4fqujts/edit#gid=0
Familiarity with image processing libraries and strong skills in Python are crucial, as the solution will be implemented in this language. Prior experience with similar projects is a plus. The ability to ensure accurate, thorough data collection is critical for the success of the project.
- Developing a solution for posture detection and face recognition.
- Collecting and recording data related to the detected postures into a CSV file.
These are just an example papers
https://youtu.be/PL3xJErjEgU
Some code:
https://colab.research.google.com/drive/1bpTwfodHUT4yHfCvb4Mk-dSdzEcikf0Q
https://github.com/MVIG-SJTU/AlphaPose
https://github.com/CMU-Perceptual-Computing-Lab/openpose
https://colab.research.google.com/drive/1aDd7AjAacjPD4nC1ptUW4M0t518OSgMv
1). **Moved Left/Moved Right:**
- Implement modules to detect instances where individuals in the video move left or right, capturing directional movements.
2) **Standing/Sitting Detection:**
- Develop classifiers to distinguish between instances where individuals are standing or sitting in a group of 10 to 15 people.
Required Example output CSV File:
https://docs.google.com/spreadsheets/d/1CvlGC-ErWaBb4ub0KhYFLbi5heCoSqTfWtzw4fqujts/edit#gid=0
Familiarity with image processing libraries and strong skills in Python are crucial, as the solution will be implemented in this language. Prior experience with similar projects is a plus. The ability to ensure accurate, thorough data collection is critical for the success of the project.