[Project Addition] Pomegranate Disease Classification using DL

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #759 Pomegranate Disease Classification using DL

• Info about the related issue (Aim of the project): Classifying images of Pomegranates into 4 diseases and healthy.
• Name: Arihant Bhandari
• GitHub ID: https://github.com/Arihant-Bhandari
• Email ID: arihant.bhandari.2004@gmail.com
• Identify yourself: GSSoC 2024 Contributor

Closes: #759 Pomegranate 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 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	20.52%	12.8102
InceptionV3	96.86%	0.1006
CNN	94.90%	0.3179
VGG16	96.21%	0.1311
MobileNet	98.69%	0.0488
DenseNet-121	98.43%	0.0451
Xception	97.78%	0.0834

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 PR for pomegranate disease issue, pls review, if any changes, will gladly do them over; thanks as always