https://github.com/ashishpatel26/satellite-image-semantic-segmentation-unet-tensorflow-keras

Collection of different Unet Variant suchas VggUnet, ResUnet, DenseUnet, Unet. AttUnet, MobileNetUnet, NestedUNet, R2AttUNet, R2UNet, SEUnet, scSEUnet, Unet_Xception_ResNetBlock
https://github.com/ashishpatel26/satellite-image-semantic-segmentation-unet-tensorflow-keras

keras-segmentation keras-semantic-segmentation semantic-segmentation tensorflow-keras tensorflow2-image-segmentation tensorflow2-unet unet unet-image-segmentation unet-keras unet-segmentation unet-tensorflow

Last synced: 8 days ago
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Collection of different Unet Variant suchas VggUnet, ResUnet, DenseUnet, Unet. AttUnet, MobileNetUnet, NestedUNet, R2AttUNet, R2UNet, SEUnet, scSEUnet, Unet_Xception_ResNetBlock

• Host: GitHub
• URL: https://github.com/ashishpatel26/satellite-image-semantic-segmentation-unet-tensorflow-keras
• Owner: ashishpatel26
• License: mit
• Created: 2020-11-23T07:52:24.000Z (over 4 years ago)
• Default Branch: main
• Last Pushed: 2022-07-01T02:14:04.000Z (almost 3 years ago)
• Last Synced: 2025-04-02T17:52:57.002Z (about 2 months ago)
• Topics: keras-segmentation, keras-semantic-segmentation, semantic-segmentation, tensorflow-keras, tensorflow2-image-segmentation, tensorflow2-unet, unet, unet-image-segmentation, unet-keras, unet-segmentation, unet-tensorflow
• Language: Jupyter Notebook
• Homepage:
• Size: 19 MB
• Stars: 98
• Watchers: 2
• Forks: 26
• Open Issues: 3
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Satellight Image Segmentation with UNet and Its Variants

![](https://github.com/ashishpatel26/Semantic-Segmentation-Unet-Tensorflow-keras/blob/main/images/image.png)

This repository contains the Collection of different Unet Variant such as **VggUnet, ResUnet, DenseUnet, Unet. AttUnet, MobileNetUnet, NestedUNet, R2AttUNet, R2UNet, SEUnet, scSEUnet, Unet_Xception_ResNetBlock**

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**UNet Variant**

| Sr No | Topic                                                        | Notebook                                                     |

| ----- | ------------------------------------------------------------ | ------------------------------------------------------------ |

| 1.    | **Unet Architecture for Satellight Image Segmentation**  ![](https://lmb.informatik.uni-freiburg.de/people/ronneber/u-net/u-net-architecture.png) | [Github](https://nbviewer.jupyter.org/github/ashishpatel26/Semantic-Segmentation-Unet-Tensorflow-keras/blob/main/Notebooks/Unet.ipynb) |

| 2.    | **VGGUnet Architecture for Satellight Image Segmentation** ![](https://neurohive.io/wp-content/uploads/2018/11/vgg16-1-e1542731207177.png) | [Github](https://nbviewer.jupyter.org/github/ashishpatel26/Semantic-Segmentation-Unet-Tensorflow-keras/blob/main/Notebooks/VggUnet.ipynb) |

| 3.    | **ResUnet Architecture for Satellight Image Segmentation** ![](https://miro.medium.com/max/5998/1*eKrh8FqJL3jodebYlielNg.png) | [Github](https://nbviewer.jupyter.org/github/ashishpatel26/Semantic-Segmentation-Unet-Tensorflow-keras/blob/main/Notebooks/Resunet.ipynb) |

| 4.    | **DenseUnet Architecture for Satellight Image Segmentation** ![](https://lh3.googleusercontent.com/proxy/dEolVIZqWdVh7UgxyQkLS18uf942vgeZ_2Ls1pJeJjHC188qigU0l-AoReNRRoOSjsA1UccwrNeLGW1pznV6kiAw-ZdS5pVX3ulOzo1x3RW32hIZ5unHhq1nT8MK3G0rqV8V4XPdDK-RewYGEtMOFnU4qSqVqN85uuWS) | [Github](https://nbviewer.jupyter.org/github/ashishpatel26/Semantic-Segmentation-Unet-Tensorflow-keras/blob/main/Notebooks/DenseUnet.ipynb) |

| 5.    | **UnetPlusPlus Architecture for Satellight Image Segmentation** ![](https://neurohive.io/wp-content/uploads/2019/12/Screenshot_4-570x251.png) | [Github](https://nbviewer.jupyter.org/github/ashishpatel26/Semantic-Segmentation-Unet-Tensorflow-keras/blob/main/Notebooks/UnetPlusPlus.ipynb) |

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**Thank you**

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