Arihant-Bhandari commented 3 weeks ago

Pull Request for DL-Simplified 💡

Issue Title : #742 Eye Disease Classification using DL

Info about the related issue (Aim of the project): Classifying images of eyes into 4 types including 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: #742 Eye Disease Classification using DL

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

Wrote code for preprocessing and loading images from Dataset, turned labels into probability distributions, 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	23.06%	12.4005
InceptionV3	87.68%	0.3861
CNN	87.68%	0.4260
VGG16	91.79%	0.2457
MobileNet	90.52%	0.2863
DenseNet-121	92.42%	0.2208
Xception	89.42%	0.3184

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] commented 3 weeks ago

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