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Research questionHow can photon and proton radiotherapy dose be calculated rapidly and accurately from CT or MRI-derived anatomy?Radiotherapy planning needs dose estimates that are both precise and fast for different beam types. MRI-based workflows rely on synthetic CT representations, which can introduce additional dose-estimation error and computation time.
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Latest papersRecent research connected to this question, newest first.BEAM3R: Beam's-eye-view architecture with Mamba-3 for implicit dose reconstructionThe source concerns beam's-eye-view dose estimation in the DoseRAD2026 challenge for photon control points and proton beamlets, using CT or MRI-derived synthetic CT inputs. Evidence is limited to preliminary test-set results, which report lower gamma pass rates and higher runtimes for MRI-based pipelines.research paper · Sep 4, 2026
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