VIT - S46878467

[HaadiQureshi]

I had an approved late submission of 1 week, submitting on time. Regards

[LinfengLiu98]

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

Difficulty: Hard

Readme:

• Missing model details. Need to explain what the model structure is and how it works to show your understanding of it.
• Only the test accuracy plot is shown. No training accuracy and validation accuracy.

Commit messages: good, need more detail on which has been modified instead of just uploading files.

Code:

• Uses Vision transformer
• Comments mainly in the model design. Less comments in the data loader training loop and prediction file.
• Good design

Functionality/Performance:

• No patient-level split
• Model is overfitting
• Accuracy is only 0.53

General comments:
PR is in the main branch

• Solves the problem appropriately although performance is poor
• No patient-level split so the model is overfitting. Also need to do some hyperparameter search which hasn't been shown in the report.

[shakes76]

Marking

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

Adequate design and implementation
Good spacing and comments
Header blocks missing -1

Recognition Problem

Solves problem poor performance < 0.6 -1
Driver Script present
File structure present but code needs to be in own folder -2
Shows Usage & Demo & Visualisation & Data usage
Module present
Commenting
No Data leakage, no patient level split -1
Difficulty: Hard

Commit Log

Meaningful commit messages
Progressive commits used

Documentation

ReadMe acceptable, no refs -1
Model/technical explanation missing -1
Good Description and Comments
Markdown used and PDF submitted

Pull Request

Successful Pull Request (Working Algorithm Delivered on Time in InCorrect Branch) -2
Feedback required, need to move code into own folder and use correct branch -2
Request Description minimal -1

[shakes76]

Feedback marks possible +2 if the requested changes are made (see above).

[wangzhaomxy]

No feedback attempt and no feedback marks granted.