Liver Lens: AI Liver Tumor Segmentation from CT Scans

Finds the liver and its tumors in abdominal CT scans with a U-Net trained in PyTorch, and shows the result in a multi-clinic web app with a 3D viewer and PDF reports.

Live demo Source code

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Key features

Upload a NIfTI scan; every slice is segmented automatically
Slice viewer with the overlay, and a 3D model you can rotate, cut and export as STL
Liver and tumor volumes, burden, and each lesion located by liver segment
PDF reports for every scan
Multi-tenant: super admin, clinics, roles and invitations
Best validation Dice: 0.83

Built with

PyTorch
U-Net
Flask
Next.js
Three.js
PostgreSQL
Docker