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Effects of pre-processing steps on classification segmentation. Panels are: (a) ground truth, (b) no pre-processing, (c) noise reduction but no pixel shifting, (d) pixel shifting but no noise reduction, and (e) pixel shifting and noise reduction. Colors are green (lipid), red (calcium), and white (guidewire). In general, pixel shifting had a very significant effect on results.
