I built a simple X-ray classifier to analyze and categorize them as either Hand, Foot or Chest images.
Dataset
The image dataset was generated from a google images search using this handy tool
https://addons.mozilla.org/en-US/firefox/addon/google-images-downloader/?src=recommended
Deployment
The model is deployed on Render at X-ray Classifier
This was built using thisexample.
Possible Use Cases
As a radiologist, speeding workflows for image reporting saves both the patient and referring physician time. Implementing AI for image triage and sorting is one way that deep learning can be used.
I am just kicking off my Fastai V3 course(Lesson 1 and 2) and hope to have more projects to showcase with real-life datasets from my research and work in Africa, where I believe AI is one solution to the shortage of access to radiologists and other cadres of health personnel.
Do check out my work and any feedback would be appreciated.