[Project Addition] Cataract Detection using DL

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #744 Cataract Detection using DL

• Info about the related issue (Aim of the project): Classifying images of eyes into cataract and normal.
• Name: Arihant Bhandari
• GitHub ID: https://github.com/Arihant-Bhandari
• Email ID: arihant.bhandari.2004@gmail.com
• Idenitfy yourself: GSSoC 2024 Contributor

Closes: #744 Cataract Detection using DL

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

Wrote code for preprocessing and loading images from Dataset, created models including custom CNN as well as pre-trained models, like ResNet-50, VGG16, MobileNet and so on.

Type of change ☑️

What sort of change have you made:

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

How Has This Been Tested? ⚙️

Models	Accuracy	Loss
ResNet-50	48.78%	8.1656
InceptionV3	98.37%	0.0386
CNN	94.31%	0.4778
VGG16	100.00%	0.0249
MobileNet	100.00%	0.0030
DenseNet-121	100.00%	0.0100
Xception	100.00%	0.0036

Checklist: ☑️

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

[github-actions[bot]]

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

[Arihant-Bhandari]

hi @abhisheks008 this is my work on Cataract Detection, pls review this, if any additions or changes are to be made, will gladly do them over.

thank you for your time and patience.