[Project Addition] Fracture Detection using DL

[Arihant-Bhandari]

Pull Request for DL-Simplified 💡

Issue Title : #751 Fracture Detection using DL

• Info about the related issue (Aim of the project): Classifying images of bones into fractured and not-fractured.
• Name: Arihant Bhandari
• GitHub ID: https://github.com/Arihant-Bhandari
• Email ID: arihant.bhandari.2004@gmail.com
• Idenitfy yourself: GSSoC 2024 Contributor

Closes: #751 Fracture Detection using DL

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

Wrote code for preprocessing and loading images from bone_fracture_binary_classification directory, turned labels into probability distributions, checked for image appropriateness, created models including custom CNN as well as pre-trained models, like ResNet-50, 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	Validation Accuracy	Validation Loss	Test Accuracy	Test Loss
ResNet-50	38.74%	9.8734	44.92%	8.8777
InceptionV3	61.26%	6.1766	55.08%	7.1615
CNN	99.87%	0.0100	100.00%	0.0037
VGG16	94.63%	0.1482	96.16%	0.1142
MobileNet	99.21%	0.0346	100.00%	0.0156
DenseNet-121	94.50%	0.1413	95.03%	0.1494
Xception	98.82%	0.0541	100.00%	0.0170

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]]

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

[Arihant-Bhandari]

hi @abhisheks008 this is my work on fracture detection, please review this PR, thank you as always for your time and patience; if any changes will gladly do things over.

[abhisheks008]

I'll review your PR by EOD.

[Arihant-Bhandari]

also @abhisheks008 i want your opinion on something, the other project i had proposed about cat species, i am getting 88% approx on the best model currently, would it be considered sufficient for approval ? or should i try getting it to 90 and beyond ?

[abhisheks008]

also @abhisheks008 i want your opinion on something, the other project i had proposed about cat species, i am getting 88% approx on the best model currently, would it be considered sufficient for approval ? or should i try getting it to 90 and beyond ?

Try to reach to the 90 mark