[Model and README Enhancement] Glass Bangle Defects Detection

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #589 [Model and README Enhancement] Glass Bangle Defects Detection

• Info about the related issue (Aim of the project) : Enhancing the project Glass Bangle Defects Detection
• Name: Arihant Bhandari
• GitHub ID: https://github.com/Arihant-Bhandari
• Email ID: arihant.bhandari.2004@gmail.com
• Idenitfy yourself: GSSoC Contributor 2024

Closes: #589 [Model and README Enhancement] Glass Bangle Defects Detection

Describe the add-ons or changes you've made 📃

Added a CNN model based on Keras, Added a CNN model with Attention mechanism, enhanced README.md, added necessary images and doc updates

Type of change ☑️

What sort of change have you made:

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested? ⚙️

CNN-Keras

Accuracy: 0.8148148148148148
Precision: 0.8084067536295051
Recall: 0.7887957990213629
F1 Score: 0.7965163842984425

Loss: 0.5013639330863953

CNN with Attention mechanism

Loss:

Checklist: ☑️

• My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[github-actions]

Our team will soon review your PR. Thanks @Arihant-Bhandari :)

[Arihant-Bhandari]

hi @abhisheks008 , due to certain circumstances in my college, my exams have been postponed and hence, i have started working on this issue again. this is part one of my issue, CNN using Keras, please see this, i will update CNN with attention soon and then redo README as well.

[abhisheks008]

One more thing, you have used ResNet and GoogleNet again? The models were already implemented.

[Arihant-Bhandari]

no i havent i have added on to the previous work, at the bottom, the previous owner's work has been kept as is.

[Arihant-Bhandari]

hi @abhisheks008 i have added all things necessary for this project. please check and if there are any suggestions or changes to be done, let me know, i would be glad to do them. thank you for the oppurtunity,

[abhisheks008]

Can you rename the project folder as Glass Bangle Defects Detection by removing the hyphens.

[Arihant-Bhandari]

Sure , should I be changing the name of the project itself and so on or just the .ipynb file ?

[Arihant-Bhandari]

Also , @abhisheks008 I wanted to know how we can contribute an entire project to the repo ? Like following similar procedures for enhancements would be fine right ? I had a project in mind which can be considered novel.

If yes , I would like to put this as my next issue.

[abhisheks008]

Sure , should I be changing the name of the project itself and so on or just the .ipynb file ?

Project folder name

[abhisheks008]

Also , @abhisheks008 I wanted to know how we can contribute an entire project to the repo ? Like following similar procedures for enhancements would be fine right ? I had a project in mind which can be considered novel.

If yes , I would like to put this as my next issue.

Go ahead. Follow the issue template and create your issue.

[Arihant-Bhandari]

hi @abhisheks008 , i have done things requested as much as i can, unfortunately i couldnt change the folder name since i am on a sparse checkout of this repo, so only the folder i am working on is displayed at my end and sparse checkout has had me in a twist with renaming the folder , i will try my best to do so but the files are ready to be pushed for issue completion.

[Arihant-Bhandari]

@abhisheks008 hi, i have tweaked the folder name as required from GitHub VSC , pls check and if there are any suggestion i would be glad to make necessary changes. thank you for your time and patience.

[abhisheks008]

Approved @Arihant-Bhandari