https://github.com/nikhilroxtomar/unet-segmentation-in-keras-tensorflow

UNet is a fully convolutional network(FCN) that does image segmentation. Its goal is to predict each pixel's class. It is built upon the FCN and modified in a way that it yields better segmentation in medical imaging.
https://github.com/nikhilroxtomar/unet-segmentation-in-keras-tensorflow

fcn keras-tensorflow segmentation-network unet-image-segmentation unet-segmentation

Last synced: 2 months ago
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UNet is a fully convolutional network(FCN) that does image segmentation. Its goal is to predict each pixel's class. It is built upon the FCN and modified in a way that it yields better segmentation in medical imaging.

• Host: GitHub
• URL: https://github.com/nikhilroxtomar/unet-segmentation-in-keras-tensorflow
• Owner: nikhilroxtomar
• License: mit
• Created: 2019-02-02T13:18:40.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2023-08-29T10:45:36.000Z (almost 2 years ago)
• Last Synced: 2025-03-27T00:11:56.368Z (3 months ago)
• Topics: fcn, keras-tensorflow, segmentation-network, unet-image-segmentation, unet-segmentation
• Language: Jupyter Notebook
• Homepage: https://idiotdeveloper.com/unet-segmentation-in-tensorflow/
• Size: 141 KB
• Stars: 145
• Watchers: 8
• Forks: 111
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# U-Net Segmentation in Keras TensorFlow

U-Net is a fully convolutional network(FCN) that does image segmentation. Its goal is to predict each pixel's class. It is built upon the FCN and modified in a way that it yields better segmentation in medical imaging.


- Arxiv Link: https://arxiv.org/abs/1505.04597


- YouTube Video: https://youtu.be/M3EZS__Z_XE

- Blog Post: https://idiotdeveloper.com/unet-segmentation-in-tensorflow/

## Architecture

| ![U-Net Architecture](images/u-net-architecture.png) |

| :--: |

| *U-Net Architecture* |