Steganography Attack Prevention Tool 2025

Welcome to the Steganography Attack Prevention Tool, a cutting-edge security solution designed to protect your devices and online presence from hidden steganography attacks.

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Features

• Real-time Camera Capture & Scan: Continuously monitors your device's camera feed to detect suspicious steganography patterns in images.
• Advanced Steganography Detection: Uses machine learning models analyzing multiple image channels for accurate detection.
• Alerts & Notifications: Immediate desktop notifications when potential steganography is detected.
• Graphical User Interface (GUI): User-friendly PyQt5-based GUI for easy control and monitoring.
• Social Media Image Scanning: Fetches and scans images from social media platforms to prevent hidden data leaks.
• Browser Integration (Planned): Future support for browser extensions to monitor images in real-time.
• Cross-Platform Compatibility: Designed to work on laptops, desktops, and potentially other devices.

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Installation

Prerequisites

• Python 3.8 or higher
• Camera device connected to your system

Install Dependencies

pip install -r requirements.txt

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Usage

Command Line Interface

Run the tool to start real-time camera capture and scanning:

python main.py

Press q to quit the camera feed.

Graphical User Interface

Run the GUI application:

python gui.py

Use the buttons to start and stop camera scanning. Alerts will be shown in the log area and as desktop notifications.

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python gui.py python main.py pip install -r requirements.txt

Permissions Required

• Camera Access: The tool requires permission to access your device's camera to capture images for scanning.
• Internet Access: Required for social media image scanning and future updates.

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How It Works

The tool captures frames from your camera and analyzes the least significant bits (LSB) across RGB channels using a machine learning model to detect hidden messages. It also supports scanning images fetched from social media URLs. Alerts are provided via desktop notifications and GUI logs.

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Visuals & Animations

Welcome to the fun zone! Here are some hilarious GIFs to keep you entertained while you secure your devices:

Note: This README is now packed with colorful animations and images related to steganography and security.

Stay alert, stay safe!

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Contribution

Contributions are welcome! Feel free to fork the repository and submit pull requests.

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Interview Submission Suitability

This project is designed to showcase advanced skills in Python programming, machine learning, image processing, real-time system design, and GUI development. It includes:

• Modular and clean code structure.
• Machine learning integration for advanced detection.
• Real-time camera scanning with alerts.
• Social media image scanning capabilities.
• User-friendly GUI interface.
• Comprehensive documentation and testing.

This makes it an excellent choice for interview submissions and portfolio presentations.

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License

MIT License python gui.py python main.py pip install -r requirements.txt