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https://github.com/avirsaha/sitfix-ai
Posture control system developed in python for CS exhibition by students of BDMI.
https://github.com/avirsaha/sitfix-ai
artificial-intelligence computer-vision mechine-learning
Last synced: 7 days ago
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Posture control system developed in python for CS exhibition by students of BDMI.
- Host: GitHub
- URL: https://github.com/avirsaha/sitfix-ai
- Owner: avirsaha
- License: other
- Created: 2023-09-22T08:46:42.000Z (about 1 year ago)
- Default Branch: master
- Last Pushed: 2023-10-22T09:20:08.000Z (about 1 year ago)
- Last Synced: 2023-10-22T17:31:41.944Z (about 1 year ago)
- Topics: artificial-intelligence, computer-vision, mechine-learning
- Language: Python
- Homepage:
- Size: 3.23 MB
- Stars: 0
- Watchers: 1
- Forks: 1
- Open Issues: 2
-
Metadata Files:
- Readme: README.md
- License: LICENSE.txt
- Security: SECURITY.md
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README
# Sitfix-ai Documentation
## Contributers
Author: [Aviraj Saha](mailto:[email protected])
## Table of Contents
- [Dependencies](#dependencies)
- [License](#license)
- [How to Contribute](#how-to-contribute)
- [Working Principle of Functions](#working-principle-of-functions)
- [initialize_pose_model](#initialize_pose_model)
- [capture_video](#capture_video)
- [process_frame](#process_frame)
- [display_posture_status](#display_posture_status)
- [process_video](#process_video)
- [Time and Space Complexity](#time-and-space-complexity)
- [Environment Setup](#environment-setup)
- [Code of Conduct](#code-of-conduct)
## Dependencies
- [Python](https://www.python.org/) (>= 3.10)
- [OpenCV](https://opencv.org/)
- [MediaPipe](https://mediapipe.dev/)
## License
This project is licensed under the MIT License - see the [LICENSE.md](LICENSE.md) file for details.
## Keywords
pass
## How to Contribute
We welcome contributions! Please follow our [contribution guidelines](doc/CONTRIBUTING.md).
## Working Principle of Functions
### `initialize_pose_model`
This function initializes and configures the MediaPipe pose model for detecting human poses.
*Time Complexity*: O(1)
*Space Complexity*: O(1)
### `capture_video`
This function captures video from the camera specified by the `camera_index`.
*Time Complexity*: O(1)
*Space Complexity*: O(1)
### `process_frame`
This function processes a video frame, detecting and visualizing human poses.
*Time Complexity*: Depends on the image size and pose detection model.
*Space Complexity*: Depends on the image size and pose detection model.
### `display_posture_status`
This function displays posture status on the provided image.
*Time Complexity*: O(1)
*Space Complexity*: O(1)
### `process_video`
This function continuously processes video frames for posture detection and visualization.
*Time Complexity*: Depends on the frame rate and image size.
*Space Complexity*: Depends on the frame rate and image size.
## Time and Space Complexity
Here, we summarize the time and space complexities of each function.
| Function | Time Complexity | Space Complexity |
|------------------------|---------------------------|--------------------------|
| `initialize_pose_model`| O(1) | O(1) |
| `capture_video` | O(1) | O(1) |
| `process_frame` | Depends on image size and model | Depends on image size and model |
| `display_posture_status`| O(1) | O(1) |
| `process_video` | Depends on frame rate and image size | Depends on frame rate and image size |
## Environment Setup
To set up the environment for running this program, follow these steps:
1. Clone the repository: `git clone https://github.com/avirsaha/sitfix-ai.git`
2. Install Python (>= 3.10) from [python.org](https://www.python.org/).
3. Install dependencies: `pip install -r requirements.txt`
---
## Code of Conduct
Please read and follow our [Code of Conduct](doc/CODE_OF_CONDUCT.md) to ensure a respectful and inclusive community.