Uncertainty-aware MR-based CT synthesis for robust proton therapy planning of brain tumour

Feb 1, 2024·
Xia Li
Xia Li
,
Renato Bellotti
,
Gabriel Meier
,
Barbara Bachtiary
,
Damien Weber
,
Antony J. Lomax
,
Joachim M. Buhmann
,
Ye Zhang
· 0 min read
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Abstract
Deep learning techniques excel in MR-based CT synthesis, but missing uncertainty prediction limits its clinical use in proton therapy. We developed an uncertainty-aware framework and evaluated its efficiency in robust proton planning.
Type
Publication
Radiotherapy and Oncology
Mr-Guided Proton Therapy Dose Calculation Uncertainty Estimation
Xia Li
Authors
Xia Li
Associate Professor (incoming)
Leading research at the intersection of computer vision, medical imaging and radiotherapy.