AI/ML

NeuroScan MRI

Web app that classifies brain MRI scans into tumour types, shows a Grad-CAM heatmap, and lets doctors download a PDF report.

NeuroScan MRI

About this Project

NeuroScan is a FastAPI web system for brain MRI screening. A doctor uploads a scan, the model predicts the class (glioma, meningioma, pituitary, or no tumour), and Grad-CAM highlights the region the model used. The app uses JWT login, SQLite records, and a tracking ID so each case can be stored and exported as a PDF. The Mobile U-Net model was trained on a public MRI set (train/test split), then tested with accuracy, F1, ROC-AUC, and a confusion matrix.

Project Details

Category
AI/ML

Technologies

PythonFastAPITensorFlowMRIDeep LearningGrad-CAMSQLiteJWT