Deep learning-enabled mri-only photon and proton therapy treatment planning for paediatric abdominal tumours

HIGHLIGHTS

  • who: Mateusz C. Florkow from the Image Sciences InstituteImage Sciences Institute have published the paper: Deep learning-enabled MRI-only photon and proton therapy treatment planning for paediatric abdominal tumours, in the Journal: (JOURNAL) of 18/05/2020
  • what: The authors investigated the feasibility of an MRI-only treatment planning workflow for children with abdominal tumours using an end-to-end deep learning approach to generate sCT from planning T1- and T2-weighted MR images. The model presented was slightly modified to first process the T1w- and T2w-MR images separately with two convolution layers . . .

     

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