/knee-segmentation

Automatic Segmentation of Knee Cartilage from MRI using Deep Learning

Primary LanguagePython

Automated Tissue Segmentation from High-Resolution 3D Steady-State MRI with Deep Learning

Joe Arrowsmith, Joonsu Gha, Lapo Rastrelli, Olivia Gallupova, Pietro Vitiello


Models Implemented

  • SegNet
  • Vanilla UNet
  • Attention UNet
  • VNet
  • Multi-res UNet
  • R2_UNet
  • R2_Attention UNet
  • UNet++
  • 100-layer Tiramisu
  • DeepLabv3+

Useful Code Snippets

TBC