Arihant-Bhandari commented 3 months ago

Pull Request for DL-Simplified 💡

Issue Title : #768 Plant Pathogen Detection using DL

Info about the related issue (Aim of the project): Detecting images of Plant Pathogens 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: #768 Plant Pathogen Detection 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 NASNetMobile, 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
NASNetMobile	94.67%	0.1586
InceptionV3	93.47%	0.2511
CNN	91.20%	0.2696
VGG16	97.20%	0.1099
MobileNet	97.33%	0.0917
DenseNet-121	97.73%	0.0754
Xception	95.20%	0.1823

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 months ago

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