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Results of data augmentation: Images of a single input example nodule with multiple random affine warps applied for data augmentation. This alters each mass slightly utilizing a rigid transformation effectively making the same mass appear as a unique input to the network. Affine parameters were confirmed on visual inspection as applying enough of a warp to simulate a different lesion without making the lesion appear unrealistic
