activity
20162022
most citedFully Automated Treatment Planning for Head and Neck Radiotherapy using a Voxel-Based Dose Prediction and Dose Mimicking Method

192 citations · 379 across the 6 of their papers we have counts for

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Showing 2018Show all

2 papers · 1 filter

physics.med-ph2018

Knowledge-based automated planning with three-dimensional generative adversarial networks

Aaron Babier, Rafid Mahmood, Andrea L. McNiven +2

We develop a knowledge-based automated planning (KBAP) pipeline that generates treatment plans using deep neural network architectures for predicting 3D doses. Our pipeline consist…

cs.LG2018★ 61 cited

Automated Treatment Planning in Radiation Therapy using Generative Adversarial Networks

Rafid Mahmood, Aaron Babier, Andrea McNiven +2

Knowledge-based planning (KBP) is an automated approach to radiation therapy treatment planning that involves predicting desirable treatment plans before they are then corrected to…