Convert images to graphs
Project description
🖼️ i2g — Image to Graph Converter
Convert grayscale images into graph structures using NetworkX.
Each pixel becomes a node, connected to its neighbors (4- or 8-connectivity), with pixel intensity stored as a feature.
🚀 Features
- ✅ Convert any grayscale image into a
networkxgraph. - ✅ Choose 4- or 8-neighborhood connectivity.
- ✅ Each node stores:
intensity: pixel grayscale value (0-255)pos: (x, y) coordinate for plotting.
- ✅ Easily query the graph’s shape, number of nodes, and edges.
🛠️ Installation
Clone this repository and install in editable mode:
git clone https://github.com/DIM-Corp/i2g.git
cd i2g
pip install -e .
Requires: numpy, pillow, networkx.
✍️ Example usage
from i2g import ImageGraphConverter
# Create a converter for your image
converter = ImageGraphConverter("my_image.png", connectivity='8')
# Convert the image to a graph
graph, img_array = converter.convert()
# Query information
shape = converter.shape() # returns (height, width)
num_nodes, num_edges = converter.info()
print(f"Image shape: {shape}")
print(f"Graph has {num_nodes} nodes and {num_edges} edges.")
🚀 Running tests
This project uses pytest.
Run the tests with:
pytest
📄 License
This project is licensed under the MIT License.
See the LICENSE file for details.
💪 Contributing
Pull requests are welcome!
For major changes, please open an issue first to discuss what you’d like to change.
⭐ Acknowledgements
⭐ Contacts
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