AutomationIMG

AutomationIMG is a Python-based tool for automated image preprocessing and object detection, featuring an intuitive graphical user interface. It simplifies the process of organizing and analyzing image datasets for machine learning and computer vision tasks.

🚀 Features

• Preprocessing Pipeline

  • Automated image organization
  • Support for various directory structures
  • Batch processing capabilities

• Object Detection

  • Single object detection using Canny edge detection
  • Bounding box visualization
  • Quality assessment of detections

• User Interface

  • Intuitive GUI built with PyQt5
  • Real-time progress tracking
  • Easy folder selection and processing

📋 Prerequisites

Before you begin, ensure you have the following installed:

• Python 3.7 or higher
• pip (Python package installer)

💻 Installation

1. Clone the repository:

git clone https://github.com/akshitharsola/AutomationIMG.git
cd AutomationIMG

2. Install the package:

pip install -e .

📖 Usage

Directory Structure

The tool supports the following directory structure for input data:

Main_Folder/
    └── Apple/
        └── image1.jpg
        └── image2.jpg
    └── Orange/
        └── image1.jpg
        └── image2.jpg

Running the Tool

1. Start the application:

# Simply run
automationIMG

2. Using the GUI:
   • Click "Input Folder" to select your image directory
   • Choose "Output Folder" for processed results
   • Run "Preprocess Dataset" to organize images
   • Use "Single Object Detection" for detection and analysis

Output Structure

The tool generates the following output structure:

Output_Folder/
    └── processed/
        └── images
        └── annotations.json
    └── edge_detection/
        └── detection results
    └── bounding_boxes/
        └── visualizations

🗑️ Uninstallation

You have several ways to uninstall AutomationIMG:

1. Using the GUI

   • Launch the application: automationimg
   • Click the "Uninstall Tool" button
   • Follow the prompts

2. Using the uninstall module

python -m automationimg.uninstall

3. Manual uninstallation

pip uninstall automationimg -y

Note: After uninstallation, any remaining files in the installation directory can be safely deleted manually.

🤝 Contributing

Contributions are welcome! Please feel free to submit a Pull Request.

1. Fork the repository
2. Create your feature branch (git checkout -b feature/AmazingFeature)
3. Commit your changes (git commit -m 'Add some AmazingFeature')
4. Push to the branch (git push origin feature/AmazingFeature)
5. Open a Pull Request

📄 License

This project is licensed under the GNU General Public License v3.0 - see the LICENSE file for details.

👤 Author

Akshit Harsola

• Email: harsolaakshit@gmail.com
• GitHub: @akshitharsola

🙏 Acknowledgments

• Thanks to all contributors who help improve this tool
• Special thanks to the open-source community for their valuable tools and libraries

📞 Support

If you encounter any problems or have suggestions, please open an issue.