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souvikmajumder26 committed Jun 15, 2023
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<div align="center">

![logo](https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/dev/assets/logo2.jpg)
![logo](https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/main/assets/logo2.jpg)

<h1 align="center"><strong>🛣 Land-Cover-Semantic-Segmentation-PyTorch:<h6 align="center">An end-to-end Image Segmentation (CV) project</h6></strong></h1>

![PyTorch - Version](https://img.shields.io/badge/PYTORCH-2.0+-red?style=for-the-badge&logo=pytorch)
![Python - Version](https://img.shields.io/badge/PYTHON-3.9+-blue?style=for-the-badge&logo=python&logoColor=white)
[![Generic badge](https://img.shields.io/badge/License-MIT-<COLOR>.svg?style=for-the-badge)](https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/dev/LICENSE)
[![Generic badge](https://img.shields.io/badge/License-MIT-<COLOR>.svg?style=for-the-badge)](https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/main/LICENSE)
[![GitHub Issues](https://img.shields.io/github/issues/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch.svg?style=for-the-badge)](https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/issues)
![Contributions welcome](https://img.shields.io/badge/contributions-welcome-orange.svg?style=for-the-badge)

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1. Training the model on <a href="https://landcover.ai.linuxpolska.com/" target="_blank">LandCover.ai</a> dataset with '<b>train_classes</b>': <b>['background', 'building', 'woodland', 'water']</b>...
</p>
<p align="center">
<img width="60%" src="https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/dev/assets/training.png">
<img width="60%" src="https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/main/assets/training.png">
</p>
<p>
2. Testing the trained model for all the classes used to train the model, i.e. '<b>test_classes</b>': <b>['background', 'building', 'woodland', 'water']</b>...
</p>
<p align="center">
<img width="90%" src="https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/dev/assets/all_classes.png">
<img width="90%" src="https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/main/assets/all_classes.png">
</p>
<p>
3. Testing the trained model for selective classes as per user input, i.e. '<b>test_classes</b>': <b>['background', 'building', 'water']</b>...
</p>
<p align="center">
<img width="90%" src="https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/dev/assets/select_classes.png">
<img width="90%" src="https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/main/assets/select_classes.png">
</p>

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## 🛡️ License <a name="license"></a>
Project is distributed under [MIT License](https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/dev/LICENSE)
Project is distributed under [MIT License](https://github.com/souvikmajumder26/Land-Cover-Semantic-Segmentation-PyTorch/blob/main/LICENSE)

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