Cervical Spine Fracture Detection

[abhisheks008]

Deep Learning Simplified Repository (Proposing new issue)

:red_circle: Project Title : Cervical Spine Fracture Detection
:red_circle: Aim : Create a prediction and detection model which will detect the fractures in the spine.
:red_circle: Dataset : https://www.kaggle.com/datasets/jirkaborovec/cervical-spine-fracture-detection-npz-3d-volumes
:red_circle: Approach : Try to use 3-4 algorithms to implement the models and compare all the algorithms to find out the best fitted algorithm for the model by checking the accuracy scores. Also do not forget to do a exploratory data analysis before creating any model.

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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 :
• GitHub Profile Link :
• Email ID :
• Participant ID (if applicable):
• Approach for this Project :
• What is your participant role? (Mention the Open Source program)

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Happy Contributing 🚀

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

[rafiya2003]

I would like to work on this, frankly I don't know much but I will learn and do. I am a newbie(first year UG student). I want to learn and grow. please give me the opportunity to learn and experience

[abhisheks008]

Please do not to spam in every single issue. This might cause escalation as you are breaching Code of Conduct and Contribution Guidelines.

@rafiya2003

[riiyaa24]

@abhisheks008 Full name : Riya Parag Dhanduke GitHub Profile Link : https://github.com/riiyaa24 Email ID : riya2405.rana@gmail.com Participant ID (if applicable): Approach for this Project :

1. Prepare the dataset by standardizing images
2. Augment dataset to increase diversity
3. Exploratory data analysis on the dataset
4. Train the dataset using Deep Learning model CNN and its various structures like ResNet, LeNet
5. Assess the trained models using accuracy scores

What is your participant role? (Mention the Open Source program) A contributor in the development of open source projects

[abhisheks008]

Issue assigned to you @riiyaa24

[Mehaksaini2808]

Full name: Mehak Email ID: mehaksaini288@gmail.com Approach for this Project :

1. Performing EDA to understand the distribution and variations in the data, checking the distribution of fractured and non-fractured cases, etc.
2. Data Processing - Performing Normalizing, resizing, and Data augmentation.
3. Model Implementation - Implementing 3 DL algorithms CNN, U-NET, RESNET.
4. Model Comparison - To find the best-fitted algorithm based on their accuracies. What is your participant role? gssoc'24.

[abhisheks008]

One issue at a time @Mehaksaini2808

[Mehaksaini2808]

can you please assign this issue to me? I haven't been assigned any issue yet.

[abhisheks008]

Assigned @Mehaksaini2808