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https://github.com/nikhilroxtomar/lung-segmentation-in-tensorflow-2.0
This repository contains the code for Lung segmentation using Montgomery dataset in TensorFlow 2.0.
https://github.com/nikhilroxtomar/lung-segmentation-in-tensorflow-2.0
unet unet-image-segmentation unet-keras unet-segmentation unet-tensorflow
Last synced: about 2 months ago
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This repository contains the code for Lung segmentation using Montgomery dataset in TensorFlow 2.0.
- Host: GitHub
- URL: https://github.com/nikhilroxtomar/lung-segmentation-in-tensorflow-2.0
- Owner: nikhilroxtomar
- Created: 2021-06-03T09:18:36.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2021-06-03T11:32:47.000Z (over 3 years ago)
- Last Synced: 2023-02-28T09:12:17.157Z (almost 2 years ago)
- Topics: unet, unet-image-segmentation, unet-keras, unet-segmentation, unet-tensorflow
- Language: Python
- Homepage:
- Size: 5.92 MB
- Stars: 15
- Watchers: 1
- Forks: 14
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
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README
# Lung-Segmentation-in-TensorFlow-2.0
This repository contains the code for semantic segmentation on the Lung Segmentation dataset using TensorFlow 2.0 framework.
The following models are used:
- [UNET](https://arxiv.org/abs/1505.04597)Models to be used in future:
- RESUNET
- DEEPLABV3+
- more...# Dataset
Download the [MontgomerySet](https://academictorrents.com/details/ac786f74878a5775c81d490b23842fd4736bfe33) dataset.The Montgomery dataset is used for this for training the UNET architecture. The dataset contains the 138 pairs of images and masks. All of these images are of different shapes and contains a variety of skin lesions.
Original Image | Left Lung Mask | Right Lung Mask
:-------------------------:|:-------------------------:|:-------------------------:
![](img/image.png) | ![](img/left_mask.png) | ![](img/right_mask.png)