Ali Faisal

This study investigates whether explicitly learning anatomical information in the image domain, when jointly optimized with dose prediction, can improve the accuracy and robustness of CBCT-based dose synthesis.

CBCT is essential for daily anatomy assessment in ART, but artifacts and unstable HUs impair dose accuracy, and existing corrections or sCT add uncertainties. This study introduces a unified framework for direct CBCT dose correction and DIR-based auto-segment...