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The repository contains the code for UNET segmentation on CT scan dataset in TensorFlow 2.0 framework.

Python 100.00%

unet-segmentation-on-ct-scan-images-in-tensorflow-2.0's Introduction

UNET Segmentation on CT Scan Images in TensorFlow 2.0

The repository contains the code for UNET segmentation on CT scan dataset in TensorFlow 2.0 framework.

YouTube video: UNET Segmentation on CT Scan Images using TensorFlow 2.0

Overview

  • Dataset
  • Architecture
  • Results
  • Contact

Dataset

The dataset contains the CT scan image and their respective binary mask. These binary mask are annotated using VGG Image Annotator website.

Download the dataset: CT Heart Dataset - 2D Binary Segmentation Task

Original Image Mask Image

Architecture

The block diagram of the UNET architecture taken from the original paper.

U-Net Architecture
U-Net Architecture

Results

The images below contains:

  1. Input image
  2. Ground truth
  3. Predicted mask

Contact

For any query contact below:

unet-segmentation-on-ct-scan-images-in-tensorflow-2.0's People

Contributors

nikhilroxtomar avatar

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