https://github.com/gitluffywd/advanced_video_stabilization_and_roi_pixel_analysis
This repository offers tools for advanced video stabilization and pixel analysis, enhancing your video processing capabilities. Explore features like optical flow tracking and ROI selection to dive deeper into your video data. 🛠️🎥
https://github.com/gitluffywd/advanced_video_stabilization_and_roi_pixel_analysis
data-structures debugging english-language git github html markdown numpy opencv project-management python
Last synced: 2 months ago
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This repository offers tools for advanced video stabilization and pixel analysis, enhancing your video processing capabilities. Explore features like optical flow tracking and ROI selection to dive deeper into your video data. 🛠️🎥
- Host: GitHub
- URL: https://github.com/gitluffywd/advanced_video_stabilization_and_roi_pixel_analysis
- Owner: gitluffywd
- Created: 2025-06-13T04:39:22.000Z (10 months ago)
- Default Branch: main
- Last Pushed: 2025-06-13T09:33:13.000Z (10 months ago)
- Last Synced: 2025-06-13T10:41:32.504Z (10 months ago)
- Topics: data-structures, debugging, english-language, git, github, html, markdown, numpy, opencv, project-management, python
- Language: Python
- Size: 635 KB
- Stars: 0
- Watchers: 0
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Advanced Video Stabilization and ROI Pixel Analysis 🎥✨
 [](https://github.com/gitluffywd/Advanced_Video_Stabilization_and_ROI_Pixel_Analysis/issues)
Welcome to the **Advanced Video Stabilization and ROI Pixel Analysis** repository! This project was developed as part of the Digital Forensics course during my Bachelor's Degree in Computer Science and Engineering at the University of Catania. The goal of this project is to enhance video quality and perform pixel analysis on regions of interest (ROI) using Python.
## Table of Contents
1. [Project Overview](#project-overview)
2. [Features](#features)
3. [Technologies Used](#technologies-used)
4. [Installation](#installation)
5. [Usage](#usage)
6. [Project Structure](#project-structure)
7. [Contributing](#contributing)
8. [License](#license)
9. [Contact](#contact)
## Project Overview
Video stabilization aims to reduce unwanted camera motion in videos. This project implements algorithms to achieve this stabilization while allowing for pixel analysis in specific regions. It utilizes popular libraries like OpenCV and NumPy to process video frames effectively.
## Features
- **Video Stabilization**: Smooth out shaky footage using advanced algorithms.
- **ROI Pixel Analysis**: Analyze pixel data in specified regions of interest.
- **User-Friendly Interface**: Simple commands to load videos and perform analysis.
- **Detailed Logging**: Keep track of processing steps and results.
- **Comprehensive Documentation**: Clear instructions for setup and usage.
## Technologies Used
This project employs a variety of technologies and tools:
- **Python**: The main programming language for development.
- **OpenCV**: A library for computer vision tasks.
- **NumPy**: For numerical operations and array manipulations.
- **Markdown**: For documentation formatting.
- **Git & GitHub**: For version control and collaboration.
- **HTML**: For potential web-based interfaces in future updates.
- **Data Structures & Algorithms**: Implemented to optimize performance.
## Installation
To get started with this project, follow these steps:
1. **Clone the Repository**:
```bash
git clone https://github.com/gitluffywd/Advanced_Video_Stabilization_and_ROI_Pixel_Analysis.git
```
2. **Navigate to the Project Directory**:
```bash
cd Advanced_Video_Stabilization_and_ROI_Pixel_Analysis
```
3. **Install Required Packages**:
Make sure you have Python installed. Then, run:
```bash
pip install -r requirements.txt
```
4. **Download Releases**: For the latest release, visit [here](https://github.com/gitluffywd/Advanced_Video_Stabilization_and_ROI_Pixel_Analysis/releases) to download the necessary files.
## Usage
Once you have installed the project, you can use it as follows:
1. **Load a Video**:
Run the main script and specify the video file:
```bash
python main.py --video path_to_your_video.mp4
```
2. **Specify ROI**:
You can define regions of interest using coordinates. For example:
```bash
python main.py --video path_to_your_video.mp4 --roi x1,y1,x2,y2
```
3. **View Results**:
The processed video will be saved in the output directory, and you can view logs for pixel analysis.
## Project Structure
The repository has the following structure:
```
Advanced_Video_Stabilization_and_ROI_Pixel_Analysis/
│
├── src/
│ ├── main.py
│ ├── stabilization.py
│ ├── roi_analysis.py
│ └── utils.py
│
├── requirements.txt
├── README.md
└── output/
```
- **src/**: Contains the source code for video stabilization and analysis.
- **requirements.txt**: Lists all the dependencies needed for the project.
- **output/**: Where processed videos and logs will be saved.
## Contributing
Contributions are welcome! If you have suggestions or improvements, please open an issue or submit a pull request.
### Steps to Contribute:
1. Fork the repository.
2. Create a new branch:
```bash
git checkout -b feature/YourFeature
```
3. Make your changes and commit them:
```bash
git commit -m "Add some feature"
```
4. Push to the branch:
```bash
git push origin feature/YourFeature
```
5. Open a pull request.
## License
This project is licensed under the MIT License. See the LICENSE file for details.
## Contact
For any inquiries or feedback, feel free to reach out:
- **Email**: your.email@example.com
- **GitHub**: [gitluffywd](https://github.com/gitluffywd)
Thank you for checking out the **Advanced Video Stabilization and ROI Pixel Analysis** project! For the latest releases, please visit [here](https://github.com/gitluffywd/Advanced_Video_Stabilization_and_ROI_Pixel_Analysis/releases).