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University Medicine Essen, University of Duisburg-Essen
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Registration-based data augmentation can boost medical segmentation performance by over 20% in data-scarce scenarios.
Segmenting breast lesions directly from MRI k-space makes models far more robust to undersampling and noise, without sacrificing accuracy at full sampling.
Throw out your magnitude-only MRI models: this generative approach proves that modeling the full complex-valued data unlocks superior performance in downstream diagnostic tasks.
