Paddy Crop Disease Detection using Transfer Learning and CNN

[IkkiOcean]

Issue Title : Paddy Crop Disease Detection using Transfer Learning and CNN

• Info about the related issue (Aim of the project) : To build a model that detects diseases in paddy crops using Transfer Learning (EfficientNetB0 and MobileNetV2) and CNN. The project will focus on identifying the most accurate algorithm by comparing several models.

• Name: Vivek Prakash

• GitHub ID: https://github.com/IkkiOcean

• Email ID: vivekprakash.st@gmail.com

• **Idenitfy yourself: gssoc-ext and hacktoberfest

• Closes: Adding a Paddy Disease Detection using Transfer Learning and CNN  #912

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

I began by exploring the dataset, understanding the different disease categories, and then implemented a CNN model to tackle the image classification task. As the project progressed, I integrated EfficientNetB4 and MobileNetV2 to improve performance and achieve better accuracy.

Model	Accuracy
CNN	89.5%
EfficientNetB4	97.6%
MobileNetV2	94.2%

Type of change ☑️

• 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

Checklist: ☑️

• My code follows the code style of this project.
• 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 @IkkiOcean :)

[abhisheks008]

Quick and Minor changes are required:

1. The file name should be README.md, instead of readme.md.
2. Update the folder name as Models, instead of models.
3. The EDA images are not visible in the README.md file,

4. Please add requirements.txt file.

@IkkiOcean

[IkkiOcean]

@abhisheks008 done with the required changes. One confusion I had is when I looked in readme EDA image was showing. Do tell me if it still persists.

[abhisheks008]

Looks good to me. Approved with Level 3 tag!!
@IkkiOcean