A simulation pipeline creates realistic collimator shadows in X-ray images, and a deep network trained on simulated data reaches comparable or better Dice scores on real images than a network trained on real collimated data.
In: Bildverarbeitung f¨ ur die Medizin 2020: Algorithmen–Systeme–Anwendungen
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A Realistic Collimated X-Ray Image Simulation Pipeline
A simulation pipeline creates realistic collimator shadows in X-ray images, and a deep network trained on simulated data reaches comparable or better Dice scores on real images than a network trained on real collimated data.