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PatternFlow project submission for Alex Nicholson (s4531620). This project implements a VQ-VAE network paired with a PixelCNN generator network trained together on the OASIS brain MRI image datset for use in generating novel and realistic synthetic brain MRI images. Instructions for running the code and demonstration of outputs, as well as a deeper overview of how it works are available in the included README.md file.

@SiyuLiu0329
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SiyuLiu0329 commented Nov 9, 2022

This is an initial inspection, no action is required at this point

  • Recon: Good
  • Generative model: Good
  • Documentation: Good
  • Code and results: Good
  • Commits: Good

@shakes76
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Good Practice (Design/Commenting, TF/Torch Usage)

Adequate use and implementation
Good spacing and comments
Header blocks

Recognition Problem

Solves problem (generations poor quality) -1
Driver Script present
File structure present
Shows Usage & Demo & Visualisation & Data usage
Module present
Commenting
No Data leakage
Difficulty: Hard

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

ReadMe acceptable, but not architecture diagram -1
Good Description and Comments
Markdown used PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in Correct Branch)
Feedback required, revert changes to other student files -2
Request Description OK, could have more info -1

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4 participants