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A Specificity-Preserving Generative Model for Federated MRI Translation
A federated MRI contrast translation model that adaptively normalizes generator feature maps with site-specific latent variables to stay reliable under domain shifts.
Onat Dalmaz, Usama Mirza, Gökberk Elmas, Muzaffer Özbey, Salman UH Dar, Tolga Çukur
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Skip Connections for Medical Image Synthesis with Generative Adversarial Networks
Adding skip connections to GAN generators counters the performance drop of deeper networks in one-to-one MRI contrast synthesis.
Usama Mirza, Onat Dalmaz, Tolga Çukur
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