💡[Feature]: Bone Fracture detection using Deep learning

[RajKhanke]

Is there an existing issue for this?

• I have searched the existing issues

Feature Description

Detecting whether there is fracture in the bone surface or not through x-ray based image data using CNN model in deep learning.

propose solution will consist of complete EDA , feature engineering , data analysis , and a Streamlit based GUI application.

(I will also try to figure out other deep learning models like Resnet , Vgg16 , Inception )

• dataset link
  https://www.kaggle.com/datasets/vuppalaadithyasairam/bone-fracture-detection-using-xrays

Use Case

The primary use case for bone fracture detection using deep learning is to automatically and accurately identify fractures in medical imaging such as X-rays, CT scans, or MRIs. This model can assist radiologists and healthcare providers by providing a second opinion and highlighting potential fractures that might be missed during manual examination.

Benefits

Deep learning models enhance the accuracy and speed of fracture detection, reducing the likelihood of misdiagnosis and ensuring prompt treatment for patients. Additionally, these models can alleviate the workload of radiologists, allowing them to focus on more complex cases and improving overall healthcare efficiency.

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Priority

High

Record

• I have read the Contributing Guidelines
• I'm a GSSOC'24 contributor
• I want to work on this issue

[RajKhanke]

@TAHIR0110 @Avdhesh-Varshney please assign this issue to me along with gssoc'24 level and label