Harmonisation of scanner-dependent contrast variations in magnetic resonance imaging for radiation oncology, using style-blind auto-encoders

Kavi Fatania,Anna Clark,Russell Frood,Andrew Scarsbrook,Bashar Al-Qaisieh,Stuart Currie,Michael Nix

Physics and Imaging in Radiation Oncology（2022）

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摘要

•Generalisable, unpaired, deep-learning based zero-shot Magnetic Resonance Imaging (MRI)harmonisation.•Simultaneous harmonisation to and from multiple scanner contrast spaces.•High fidelity anatomical content preservation by design.•Harmonisation enables robust radiomic and deep-learning analysis for personalised radiation oncology.

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关键词

Magnetic Resonance Imaging (MRI) harmonisation,Image translation,Oncology,Deep-learning,Radiomics

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