[Project Addition]Knee Osteoarthritis Prediction

[devarshh08]

Deep Learning Simplified Repository (Proposing new issue)

:red_circle: Knee Osteoarthritis Prediction
:red_circle: Classifying images of x-rays into chances of the patient getting osteoarthritis.
:red_circle: https://www.kaggle.com/datasets/shashwatwork/knee-osteoarthritis-dataset-with-severity/data
:red_circle: Will be considering external factors other than images of the knee x-rays, such as age and gender. Since it is more common in females above 40.

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📍 Follow the Guidelines to Contribute in the Project :

• You need to create a separate folder named as the Project Title.
• Inside that folder, there will be four main components.
  • Images - To store the required images.
  • Dataset - To store the dataset or, information/source about the dataset.
  • Model - To store the machine learning model you've created using the dataset.
  • requirements.txt - This file will contain the required packages/libraries to run the project in other machines.
• Inside the Model folder, the README.md file must be filled up properly, with proper visualizations and conclusions.

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:red_circle::yellow_circle: Points to Note :

• The issues will be assigned on a first come first serve basis, 1 Issue == 1 PR.
• "Issue Title" and "PR Title should be the same. Include issue number along with it.
• Follow Contributing Guidelines & Code of Conduct before start Contributing.

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:white_check_mark: To be Mentioned while taking the issue :

• Full name : Devarsh Shah
• GitHub Profile Link : https://github.com/devarshh08
• Email ID : devarsh.s9521@gmail.com
• Participant ID (if applicable): Devarsh Shah (thewittywizard)
• Approach for this Project : Classification and Convolutional Neural Networks
• What is your participant role? (Mention the Open Source program) GirlScript Summer of Code 2024 Contributor

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Happy Contributing 🚀

All the best. Enjoy your open source journey ahead. 😎

[github-actions[bot]]

Thank you for creating this issue! We'll look into it as soon as possible. Your contributions are highly appreciated! 😊

[abhisheks008]

Hi @devarshh08 can you please share your approach for this problem statement? What are the models you are planning to implement here. Mention 3-4 models for this project.

[devarshh08]

I are going to be using deep learning and cnn, to predict by image whether the person has knee osteoarthritis or not.

I'll be sending a detailed step by step method soon.

Sorry for the inconvenience. Really appreciate your patience!

[devarshh08]

@abhisheks008 Here is a basic overview:

Here is a sample data with 5 severity grades, Grade 0 : Healthiest to Grade 4 : Most severe.

Then I will preprocess the dataset firstly and add to a list, it also includes assigning labels to the images.

Then I will make a CNN model, using the following models : ResNet 50, VGG 16, MobileNet, EfficientNet B7

After that I will split the model and train the data from the split training and testing data

Then will plot the data.

That's it, thank you!

[abhisheks008]

Cool, go ahead with this issue. Assigned to you @devarshh08

[devarshh08]

Hi @abhisheks008, I want to request a few days extension for completing this project. Because it is my first time I am facing a lot of issues and am working to resolve them.

Thank you very much for understanding.