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Modified VGG16 and UNetCNN based 4D Image Segmentation (Finalist - Smart India Hackathon 2019)

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blackbird71SR/Brain-Segmentation-and-Tumor-Detection

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Brain Image Segmentation

Smart India Hackathon -2019 Finalist

Worked on Following Medical Datasets:

  • BraTS 2018
  • MrBrains18

Models:

  • Modified VGG16
  • Modified UNetCNN

Interface:

  • GUI using Python PyQt with the ability to visualize the results along with accuracy in real-time
  • The website made using Django that works the same as GUI but with easy and better visualization

Results:

  • Segmented parts of the brain in the 4D dataset with average dice score of 0.84.
  • Able to find the tumor in the dataset with average dice score of 0.92

Examples:

Tumor Detection

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Brain Segmentation

3 4

Interface

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