This repository provides an implementation of semantic segmentation for road networks using PyTorch and the U-Net architecture. It focuses specifically on processing aerial images from the Massachusetts dataset.
The Massachusetts dataset consists of aerial images captured from various locations in Massachusetts, USA. It includes high-resolution images labeled with pixel-level annotations for road networks.
To use this codebase, you need to obtain the Massachusetts dataset separately. You can find the dataset and its corresponding annotations on this link.
Image---Mask
![](https://private-user-images.githubusercontent.com/89984604/247294965-910bb0a0-576b-452a-a197-eb9c60317c4b.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MjE5NTMyMTYsIm5iZiI6MTcyMTk1MjkxNiwicGF0aCI6Ii84OTk4NDYwNC8yNDcyOTQ5NjUtOTEwYmIwYTAtNTc2Yi00NTJhLWExOTctZWI5YzYwMzE3YzRiLnBuZz9YLUFtei1BbGdvcml0aG09QVdTNC1ITUFDLVNIQTI1NiZYLUFtei1DcmVkZW50aWFsPUFLSUFWQ09EWUxTQTUzUFFLNFpBJTJGMjAyNDA3MjYlMkZ1cy1lYXN0LTElMkZzMyUyRmF3czRfcmVxdWVzdCZYLUFtei1EYXRlPTIwMjQwNzI2VDAwMTUxNlomWC1BbXotRXhwaXJlcz0zMDAmWC1BbXotU2lnbmF0dXJlPTUyZWY4OGYwN2E0YmI1YTc4YjY4MmMyNGMzNTcxMTk2NTgyNWNmNTMwYjMxZGU2MDkxMGViNWEyZGNiODZmYzMmWC1BbXotU2lnbmVkSGVhZGVycz1ob3N0JmFjdG9yX2lkPTAma2V5X2lkPTAmcmVwb19pZD0wIn0.fiiF6gylB6rRkNiOKaQ16Nua3oydDsnjj1QbxFn79uk)
![](https://private-user-images.githubusercontent.com/89984604/247295015-44ce6df7-48e4-4fe1-8c1f-0655ea5c60dc.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.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.L5thxy9-FuqXnm9EwQ3uCJ8jXLmE_ZRK0uQHUFCnlXs)
Contributions to this project are welcome. If you find any issues or have suggestions for improvements, please open a new issue or submit a pull request.
This project is licensed under the MIT License.